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	<title>Use Case Archives - STELLA</title>
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	<title>Use Case Archives - STELLA</title>
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		<title>Building Tomorrow&#8217;s Earth Science Workforce, One Spectrum at a Time</title>
		<link>https://science.gsfc.nasa.gov/stella/coastwise-earth-science-workforce/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Fri, 20 Feb 2026 01:46:55 +0000</pubDate>
				<category><![CDATA[Applications]]></category>
		<category><![CDATA[Education]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=4108</guid>

					<description><![CDATA[<p>COASTWISE (Community Observations and Analysis using Spectroscopic Techniques and Wetlands Imaging to foster Stewardship of the Environment) -making Earth observation science accessible for twenty students are building spectrometers, collecting data from wetland plants, and discovering a career landscape they never knew existed.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/coastwise-earth-science-workforce/">Building Tomorrow&#8217;s Earth Science Workforce, One Spectrum at a Time</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
]]></description>
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					<h2 class="elementor-heading-title elementor-size-default">Building Tomorrow's Earth Science Workforce, One Spectrum at a Time</h2>				</div>
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					<h3 class="elementor-heading-title elementor-size-default">How NASA's STELLA Instrument is Multiplying Mission Impact Through Student Engagement​</h3>				</div>
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									<div class="relative flex-1 overflow-hidden overflow-y-auto"><div class="relative h-full"><div class="scrollbar-gutter-stable"><div class="flex flex-col pb-9 dark:bg-transparent"><div class="text-token-text-primary w-full border-0 bg-transparent dark:border-0 dark:bg-transparent"><div class="m-auto justify-center p-4 py-2 md:gap-6 "><div id="6b0ab072-e200-4d19-a51d-12ae3a8ada20" class="group mx-auto flex flex-1 gap-3 transition-all duration-300 transform-gpu md:max-w-[47rem] xl:max-w-[55rem] focus:outline-none focus:ring-2 focus:ring-border-xheavy message-render" aria-label="message-89-6b0ab072-e200-4d19-a51d-12ae3a8ada20"><div class="relative flex w-11/12 flex-col agent-turn"><div class="flex flex-col gap-1"><div class="flex max-w-full flex-grow flex-col gap-0"><div class="text-message flex min-h-[20px] flex-col items-start gap-3 overflow-visible [.text-message+&amp;]:mt-5" dir="auto"><div class="markdown prose message-content dark:prose-invert light w-full break-words dark:text-gray-100"><p>In a sun-drenched corner of Southwest Florida, high school students are learning to see the world the way NASA does—by measuring light invisible to the human eye. It&#8217;s August 2025, and at the <a href="https://www.suncoastscience.org/" target="_blank" rel="noopener">Suncoast Faulhaber Fab Lab</a> in Sarasota, twenty students are building spectrometers, collecting data from wetland plants, and discovering a career landscape they never knew existed.</p><p>This is <strong>COASTWISE</strong> (Community Observations and Analysis using Spectroscopic Techniques and Wetlands Imaging to foster Stewardship of the Environment) -making Earth observation science accessible, understandable, and inspiring to the next generation.</p></div></div></div></div></div></div></div></div></div></div></div></div>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">The Participants</h4>				</div>
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									<p>Nick Barbi, founder and president of the <a href="https://www.scienceandtechnologysociety.org/" target="_blank" rel="noopener">Science and Technology Society</a> and a NASA STEM Ambassador, sat down with Michael Taylor, NASA STELLA’s team lead to discuss the program. They were joined by Tara Bergstrom Merino, a technology professional at Bank of America and coach of the state championship <a href="https://ultronic.org/" target="_blank" rel="noopener">Ultronic</a> robotics team, and her son Michael Merino, one of the student participants.</p><p>Their conversation reveals how NASA&#8217;s STELLA (Science and Technology Education for Land/Life Assessment) instrument is doing more than teaching science—it&#8217;s building pathways to careers students didn&#8217;t even know existed while multiplying the impact of NASA&#8217;s Earth observation missions.</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">More Than Rocket Ships</h4>				</div>
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									<p>&#8220;The common answer back was, doesn&#8217;t NASA just do like rocket ships?&#8221; Tara recalled. &#8220;Learning that there&#8217;s so much more to what NASA does and that they actually work on instruments and they&#8217;re doing observational things and they engage with students and they&#8217;re doing research, I think was eye opening for the students.&#8221;</p><p>For Michael Merino, who participated in COASTWISE, the revelation was profound. When asked if he knew NASA monitored Earth from space, he admitted: &#8220;I was not aware to the extent that they do.&#8221; But working hands-on with STELLA changed that understanding completely.</p><p>&#8220;The concepts, yes, as well as the type of technology that they&#8217;re using,&#8221; Michael explained. &#8220;And as well as the extent to which NASA does, you know, take notes and record data on the environment, given how direct STELLA is.&#8221;</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">A Mission Multiplier: Connecting Space and Ground</h4>				</div>
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									<p>Nick Barbi sees STELLA as a powerful complement to NASA&#8217;s satellite missions, particularly Landsat. &#8220;It seems so out of reach with the Landsat data, other satellite data and the imagery,&#8221; Nick explained. &#8220;If you can say this is basically how it&#8217;s done. It&#8217;s just more sophisticated and a tad more expensive than what we&#8217;re trying to do. So the concept is very similar—that exactly is the point.&#8221;</p><p>This connection is crucial: STELLA uses the same spectroscopic principles as <a href="https://science.nasa.gov/mission/landsat/" target="_blank" rel="noopener">Landsat</a> and other NASA Earth observation satellites, teaching the future workforce ground-based methods that complement and help them understand satellite observations. Students learn why ground truth matters, how spectral signatures identify vegetation, and how local measurements relate to global monitoring efforts.</p><p>&#8220;It elevated the importance of what we&#8217;re doing to say that NASA on a much larger scale is doing this, doing it at a much more scientific level, a worldwide level,&#8221; Nick noted. &#8220;It gave it a substantially stronger rationale and credibility in terms of what we&#8217;re trying to do.&#8221;</p><p>The program also introduced students to NASA&#8217;s NDVI (Normalized Difference Vegetation Index) the same metric NASA uses from satellites to assess plant health worldwide. By calculating NDVI from their own spectral measurements, students directly connect their work to NASA&#8217;s operational missions.</p><p>Nick pointed out the synergy: &#8220;We pointed out the similarity between what NASA&#8217;s doing with <a href="https://science.nasa.gov/mission/landsat/" target="_blank" rel="noopener">Landsat</a> and what we&#8217;re trying to do.&#8221; The goal is to eventually integrate drone-based spectroscopy with ground measurements, creating a multi-scale approach that mirrors how NASA combines satellite data with field observations.</p><p>This makes STELLA a true mission multiplier, it doesn&#8217;t replace NASA&#8217;s capabilities but extends their reach into communities, classrooms, and the next generation of scientists who will use and advance those capabilities.</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">Workforce Development for a Earth Observation</h4>				</div>
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									<p>But COASTWISE isn&#8217;t just about understanding NASA missions, it&#8217;s about preparing students for careers they might never have considered.</p><p>&#8220;I think STELLA Instruments are the greatest thing to happen—the most significant innovation to happen in STEM education since robotics,&#8221; Nick declared.</p><p>Nick pointed to a growing workforce need in the analytical instrumentation sector. &#8220;There are hundreds of thousands of instruments out there,&#8221; he explained. &#8220;Somebody&#8217;s got to run them with the technical and scientific bent and understanding.&#8221;</p><p>The answer, he explained, is &#8220;a different group of people than the engineers who build robots. This is many of the kids interested in geology and environmental chemistry, data processing. You know, math students—they may not be skilled in building robotics and electromechanical devices and so forth. Maybe scared of them.&#8221;</p><p>Tara Bergstrom Merino, who brings both a technology career background and robotics coaching experience to the conversation, emphasized the career exploration aspect: &#8220;How are you supposed to know that you want to be an architect? How are you supposed to know that you wanna do scientific data analysis if you&#8217;ve never actually been able to work alongside someone that does that with a real data set, normalize the data, put a model against it, understand the impact of that and have to do the hard work right? Not just the fun work.&#8221;</p><p>She continued: &#8221; COASTWISE and STELLA provides them an opportunity to utilize a tool in a way that gives them information and experiences they wouldn&#8217;t have. I think then being able to work alongside real scientists and folks that built the instrument or people that use the instrument and hearing how they use it connects them to real world experiences and gives them an understanding of like how they could use what their careers could be like someday.&#8221;</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">Skills That Transfer Across NASA's Mission Spheres</h4>				</div>
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									<p>The workforce development goes beyond just career awareness. Students gained concrete technical skills that transfer directly to careers across NASA&#8217;s Earth science, data science, and applied research spheres.</p><p>&#8220;COASTWISE allowed them to connect with a technology and a terminology that they never would have had,&#8221; Tara explained. &#8220;They got to program in a way that&#8217;s very different&#8230; They don&#8217;t do any programming over a data set to analyze data—that was something that they had never done before. A lot of them had never looked at data set that needed to be normalized before.&#8221;</p><p>She pointed out that even coming from robotics, &#8220;the amount of variables they were looking at was also much more complex than something that we would look at in robotics. I think the data component was something that is a new skill for them. I think just working with a spectrometer was definitely a new skill for them.&#8221;</p><p>These aren&#8217;t abstract educational objectives—these are the exact skills needed in environmental monitoring, agricultural technology, climate science, and countless other fields where Earth observation data drives decisions. Students who understand both satellite data and ground-based measurements become the professionals who can effectively use NASA&#8217;s Earth observation assets.</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">Learning from Failure, Contributing to Progress</h4>				</div>
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									<p>One of the most powerful workforce development moments came when things went wrong. The new 3D-printed STELLA housings proved difficult to assemble. Rather than just finding a workaround, Nick turned it into a learning opportunity.</p><p>Two students, both freshmen at the time—prepared an engineering failure report and presented it via Zoom to Paul Mirel, STELLA&#8217;s creator and chief design engineer at NASA.</p><p>For Michael Merino, watching his classmates present technical problems to NASA engineers was transformative. &#8220;It was a very positive experience,&#8221; he recalled. &#8220;Paul was very accepting and obviously took notes of all of our feedback. And made sure to feel like our input was going to be used to better the product&#8230; We felt like we were now part of the progress that we were seeing in STELLA as well as getting a little bit of insight into what was going on behind the scenes.&#8221;</p><p>This wasn&#8217;t just a classroom exercise—it was real professional experience contributing to NASA&#8217;s outreach mission. As Tara noted: &#8220;That can be hard for a student, and even as an adult. So I think, you know, no matter what, those sort of opportunities are really educational and valuable to students. And then I think as engineers and as adults to hear from students is also allowing us to help them better their skill set.&#8221;</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">Multiplying NASA's Earth Science Impact</h4>				</div>
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									<p>COASTWISE demonstrates how STELLA multiplies the impact of NASA&#8217;s Earth science missions across multiple dimensions:</p><ol><li><strong> Earth Observation Education:</strong> Students learn the same spectroscopic principles NASA uses to monitor vegetation health, wetland conditions, and ecosystem changes from space. They understand Landsat not as an abstract concept but as a more sophisticated, high-quality version of what they&#8217;re doing themselves.</li><li><strong> Ground Truth and Validation Concepts:</strong> While COASTWISE measurements are educational rather than operational, students learn why ground truth matters and how it complements satellite observations. This understanding is crucial for the next generation who will use NASA data professionally.</li><li><strong> Community Engagement Multiplier:</strong> NASA&#8217;s Applied Sciences program emphasizes making Earth observation data useful to communities. STELLA-equipped students become ambassadors who can help their communities understand and use NASA&#8217;s Earth observation resources.</li><li><strong> STEM Workforce Pipeline:</strong> NASA faces workforce challenges across its Earth science portfolio. STELLA creates entry points for diverse talent in environmental monitoring, data analysis, and applied science—careers that directly support NASA&#8217;s mission.</li><li><strong> Mission Understanding and Advocacy:</strong> Students who understand how NASA monitors Earth become advocates for continued Earth observation. They can explain to their communities why missions like <a href="https://science.nasa.gov/mission/landsat/" target="_blank" rel="noopener">Landsat</a>, <a href="https://pace.gsfc.nasa.gov/" target="_blank" rel="noopener">PACE</a>, and future systems matter.</li><li><strong> Complementary Data Networks:</strong> As STELLA use expands, networks of community-based observations complement satellite data by providing fine-scale, frequent measurements that satellites might miss—a true mission multiplier effect.</li></ol>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">A Model for the Future</h4>				</div>
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									<p>Nick Barbi envisions COASTWISE as the flagship of a larger program called IDEAS—Instruments for Discovery, Exploration and Assessments in Science. The model would use various STELLA instruments across different scientific domains, always focused on workforce development and complementing NASA&#8217;s missions.</p><p>&#8220;Robotics is aimed at future engineers and coders, while IDEAS is aimed at would-be geologists, biologists, environmentalists, chemists, astronomers,&#8221; Nick explained. It&#8217;s a different pipeline into STEM careers, one desperately needed as Earth observation becomes increasingly critical.</p><p>Tara sees the broader potential: &#8220;I think any large company should work on a model like this, right, where you&#8217;re engaging something that&#8217;s kind of cheap and accessible to as many people as possible. You can get students engaged. I have found that students, especially younger students, have such creative minds and they think so outside the box that you really want them to be engaged in projects like this.&#8221;</p><p>She added: &#8220;Students just kind of look at it however they want with their mind wide open. So I think engaging students in this and making it accessible to them with kind of a less expensive tool set can help maybe guide your overarching real modeling.&#8221;</p>								</div>
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					<h4 class="elementor-heading-title elementor-size-default">The Bottom Line</h4>				</div>
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									<p>STELLA isn&#8217;t separate from NASA&#8217;s Earth observation missions—it&#8217;s complementary to them. It&#8217;s a mission multiplier that extends Landsat&#8217;s impact from orbit to classroom, from data product to workforce development, from satellite observation to community understanding.</p><p>It teaches the scientific methods and technical skills that employers across the Earth science sector need. It helps communities connect local environmental concerns to the global perspective NASA provides from space. And it builds understanding of why NASA&#8217;s Earth observing missions matter.</p><p>As Michael Merino put it simply: &#8220;We felt like we were now part of the progress.&#8221;</p><p>That sense of connection—to NASA&#8217;s mission, to real science, to meaningful careers—is exactly what Earth observation needs as it faces the challenges of the coming decades. STELLA multiplies NASA&#8217;s mission impact by building the workforce that will carry that work forward, the communities that will use that data, and the next generation that will advance those capabilities.</p>								</div>
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									<div class="relative flex flex-shrink-0 flex-col items-center"><div class="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full"><div class="relative flex h-9 w-9 items-center justify-center rounded-sm p-1 text-white" title="All ChatGSFC"><div class="h-6 w-6"><div class="overflow-hidden rounded-full"><h1>COASTWISE Interview Transcript</h1><p class="mb-2 whitespace-pre-wrap"><strong>Participants:</strong></p><ul><li><strong>Michael P. Taylor</strong> &#8211; NASA GSFC, STELLA Team Lead</li><li><strong>Nick Barbi (Dr. Barbi)</strong> &#8211; Science and Technology Society, Program Director</li><li><strong>Tara Merino (Tara Bergstrom Merino)</strong> &#8211; Program Coordinator, Bank of America Technology</li><li><strong>Michael Melvin Merino</strong> &#8211; Student Participant (Senior)</li></ul><hr /><p class="mb-2 whitespace-pre-wrap"><strong>00:00:08:13 &#8211; 00:00:16:12</strong> <strong>Michael P. Taylor:</strong> Welcome. Nick. Can you introduce yourself and tell us about the Science and Technology Society and how CoastWise got started?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:00:16:13 &#8211; 00:04:49:02</strong> <strong>Nick Barbi:</strong> Okay, Mike, thank you very much for giving us the opportunity to talk about what we&#8217;re doing. My name is Nick Barbi. I was, at one time, a material science scientist. Then I got into making instruments because the first instrument I worked on was a scanning electron microscope and EDS x-ray detector, and we were one of the first to do that. So the story of my life was I became an instrument maker. So that&#8217;s one connection with STELLA that we have right off the bat.</p><p class="mb-2 whitespace-pre-wrap">I&#8217;m still involved in selling hyperspectral imaging cameras to museums. And it&#8217;s more or less a part time job, but we sell VNIR cameras, VSWIR cameras and SWIR cameras and extended SWIR cameras. So there&#8217;s a whole range, and they typically cost from 40,000 to 140,000. And which is another reason STELLA is so attractive at $200 a unit.</p><p class="mb-2 whitespace-pre-wrap">And so I&#8217;m still involved in that, but predominantly retired and started the Science and Technology Society about three years ago now, two and a half years and we&#8217;re initially it was to hold technology meetings and socializing with people that were in science for their careers or just interested in science, and then we just got organically interested in STEM education and actually is where we&#8217;ve been focusing most of our time these days.</p><p class="mb-2 whitespace-pre-wrap">And we, the first course, because of my experience, we chose to use the STELLA Q2 which is 18 channel VNIR spectrometer and you know, since I made spectrometers most of my life, various types and sold them, if I wasn&#8217;t making them and teaching people how to use them, it was a natural for me to want to do that.</p><p class="mb-2 whitespace-pre-wrap">One of the most important spectroscopy, one of the most important features of Sarasota and Manatee counties in southwest Florida, where we&#8217;re based is are the wetlands. And it&#8217;s an interface between the ocean and the land and a lot of neat environmental and ecosystem things happen in wetlands. So we thought we would use a spectrometer to see if we could differentiate one type of plant from another. And in so doing, learn about the importance of wetlands.</p><p class="mb-2 whitespace-pre-wrap">So there was an ulterior motive. Whenever you have an instrument, you need an application. And so we were sneaking in the interest and the exposure to the application, along with talking about spectroscopy, electromagnetic radiation, how to use a spectrometer, data collection, data processing, all that kind of thing. But at the same time, getting speakers to talk about our environment, the ecological system, the importance of wetlands, the damaging of wetlands that due to hurricanes and also development, hurricanes they seem to survive, you know, development they don&#8217;t, which is you know, somehow hurricanes because they&#8217;re natural do somehow work themselves out. Maybe later I&#8217;ll tell you a story about that. But so, we&#8217;re, we&#8217;re now focusing very much on STEM education for students and trying to do something exciting and different. And NASA with the family of STELLA Instruments has provided us that opportunity.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:04:49:03 &#8211; 00:05:00:01</strong> <strong>Michael P. Taylor:</strong> Awesome. Thank you very much. That was a heck of an introduction. So, and you answered actually answered probably like, 3 or 4 of the questions doing it.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:05:00:02 &#8211; 00:05:12:02</strong> <strong>Michael P. Taylor:</strong> So, short interview. Okay. All right. Exactly. So, Tara, again, thanks for joining us. And what is what&#8217;s your background and how did you get involved with this program?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:05:12:03 &#8211; 00:09:02:08</strong> <strong>Tara Merino:</strong> Sure. Thanks for having me. So, my name is Tara Bergstrom Merino. I officially work for Bank of America in Technology. I started in computer engineering, but I spent most of my career overseeing a suite of applications and change across those applications. About eight years ago, nine years ago, I became heavily involved in STEM with the youth in our community, mostly resulting, you know, as a result of my kids. They were very, especially Michael was very interested in STEM, and there was really not a lot in our community for him to kind of develop that interest.</p><p class="mb-2 whitespace-pre-wrap">We by chance kind of came into a program called FIRST, for Inspiration and Recognition of Science and Technology. We do not have any sort of presence of that organization in our community. But it was at that time the age group that my kids were in was Lego based. And so they really wanted to kind of pursue a team in there. So, Michael will share, but he, you know, I told him if you wanted to do that, you know, I would help. But, you know, I wanted him to kind of find a team. It could be about ten members. And so he aggressively went and sought out a bunch of students and came with 60 students. So we ended up having six teams because we didn&#8217;t want to turn anybody away.</p><p class="mb-2 whitespace-pre-wrap">And we did that for quite some time. But when we published that, it caught the interest of Lakewood Ranch proper. And so they&#8217;re the number one selling master plan community in the nation. And there&#8217;s, you know, a lot of organization that goes behind making sure that it continues to be the number one master plan community. And so they do a lot of activities and events there. So they were like, oh, what is your vision to bring STEM to the community for our youth? I was like, I don&#8217;t have a vision. But the whole we really want to bring STEM. There&#8217;s like this very significant demand in our community and we think, you know, it&#8217;s obviously an up and coming area.</p><p class="mb-2 whitespace-pre-wrap">So that ended up I started, you know, kind of like what Dr. Barbi&#8217;s doing, but more for youth. I started running meetings and presentations and connecting them with the experts. And I started running math 24 leagues. And we were running all sorts of like we were running the STEM tent at the farmer&#8217;s market, and we were doing all sorts of things, when Covid happened, a lot of that went away, just because everything was locked down and we weren&#8217;t able to go anywhere. But I remained very engaged in FIRST with Michael and Natalie&#8217;s team. We continued that, they continued even running activities over the Lakewood Ranch Facebook page. So like STEM activities, we&#8217;d get like every week, we give a STEM challenge out to the students to kind of keep them engaged and connected because that was, you know, an isolating time, I think, for our young folks.</p><p class="mb-2 whitespace-pre-wrap">So we did that. But when we came out of Covid, I knew I was going to be moving away from Lakewood Ranch, just because my kids were going to be going to a school that was about 45 minutes south of it. So I didn&#8217;t want to re-rigor all of that. When I moved down here though, I got connected with the Suncoast Science Center, the Fab Lab, which is about 15 minutes from my house. And that&#8217;s where I met Doctor Barbi. And I was like, oh, well, Doctor Barbi has a vision that was kind of like what Lakewood Ranch wanted to do. And so I said, you know, I&#8217;d love to support you in your vision instead of, you know, trying to restart that again. And that&#8217;s how we became connected. And then he&#8217;s, you know, brought a lot of great programs to the students and fully supportive and COASTWISE is definitely been a staple of that. And I think it&#8217;s taught the kids a lot. You know, I don&#8217;t think any of those kids even knew what spectrometers were before that. So I think, you know, it&#8217;s been an amazing opportunity. The kids have been involved in it for two years now. And I&#8217;m just, you know, I&#8217;m really just connecting Doctor Barbi with the students, and we have a great relationship doing that.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:09:24:12 &#8211; 00:09:34:04</strong> <strong>Michael P. Taylor:</strong> Excellent. Yeah. Michael, we&#8217;re glad to have you in the student perspective. What grade are you in and what made you want to do coastwise this summer?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:09:34:05 &#8211; 00:09:59:05</strong> <strong>Nick Barbi:</strong> And don&#8217;t say your mother made you do it.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:09:34:05 &#8211; 00:09:59:05</strong> <strong>Tara Merino:</strong> No.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:09:34:05 &#8211; 00:11:17:06</strong> <strong>Michael Melvin Merino:</strong> Yeah. So I&#8217;m in 12th grade right now, so I&#8217;m a senior. And two years ago when it was my mom that brought up the opportunity to do CoastWise, I was actually very intrigued in that. And I shared that with a bunch of other people that I knew. We were all in the same robotics team, so we share that common interest in trying to learn new things. So I originally approached it with like, the, oh, this is just going to be something new to learn, like something I can just add to my skill set. And then going to the meetings when we realized that this was actually something that was very important to the, I want to say the area like the environment, I guess, and helping the wetlands and, you know, understanding how they, their health, how they thrive, how to preserve them. And I got very invested in that. The more that I started going to these meetings. So, yeah, I mean, it&#8217;s, I think it was a great opportunity. I think it was definitely a very great chance to learn some new skills and learn a lot about the environment, how it works, how to measure certain things, how to predict the future of those environments, and to help preserve the Everglades for the future.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:11:17:07 &#8211; 00:12:02:14</strong> <strong>Nick Barbi:</strong> I do want to thank Tara and Michael. Our first group. You know, I contacted Tara, and I said, Tara, I don&#8217;t know how to get kids into this. And she said, don&#8217;t worry. The robotics team will be there for you. So our first group was almost completely the robotics team. So, I think not only Tara and Michael and Natalie and all the people, but just the spirit, the community spirit they have and the STEM, the love of STEM courses and efforts and experiences and so forth. So it was really critical to us. So I want to thank them for that.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:12:03:01 &#8211; 00:12:11:10</strong> <strong>Michael P. Taylor:</strong> Before the summer, have you ever heard of, you know, spectroscopy or worked with these particular types of scientific instruments?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:12:11:11 &#8211; 00:12:55:02</strong> <strong>Michael Melvin Merino:</strong> No. And that was our look at the camera. No. So before before I ever got involved in STELLA, I never heard of any of that terminology before in my entire life. And that&#8217;s, I think, part of the reason that me and all my other teammates were so intrigued, was because even though we are so invested in commonly used STEM instruments and, you know, looking at these innovative solutions quite often, that this was a brand new branch that we had never even seen before. So becoming involved in it was, you know, branching into new territory. And I think that&#8217;s what originally caught us all and got us engaged into STELLA.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:12:55:03 &#8211; 00:13:02:07</strong> <strong>Michael P. Taylor:</strong> What made this program appealing for your kids to participate in? So, you know, what excited you about the program?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:13:02:09 &#8211; 00:14:36:12</strong> <strong>Tara Merino:</strong> Oh, sorry. When the students were younger and they&#8217;re part of the Lego branch, that program included an innovation project. So every year they were asked to look at a challenge and find a real world solution for that challenge. And that was always like one of their favorite parts beyond just the robot part, really. The innovation project was one of their favorite parts. But for the league they&#8217;re at right now when they&#8217;re doing this level of robotics, there is no innovation project. There&#8217;s no real world kind of presentation or innovation kind of component. So when Doctor Barbi brought this to the community, it was like, hey, you know what? I have this CoastWise plan. We&#8217;re going to be using spectrometry. We&#8217;re going to be looking at the Everglades and the wetlands. And we want to understand if we can utilize this tool to actually do something in the real world. I knew that the kids would be interested in that. Right. It&#8217;s something that has an impact in the real world, right? That they get to work alongside experts, you know, getting to work alongside you and Dr. Barbi and people that have, you know, real knowledge I think is invaluable to students to get to kind of work alongside real engineers and real scientists, to kind of see their thought process, just learn from them, like how they grow, how they work through problems, I think is invaluable. And then, you know, also the impact of being able to have the potential of doing something that truly has an effect on the wetlands, I think is an incredible experience. Right. Like, who wouldn&#8217;t want a student to be part of it?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:14:36:13 &#8211; 00:14:44:04</strong> <strong>Michael P. Taylor:</strong> Did working with STELLA lead you and the students to discover various NASA data sources and stuff you didn&#8217;t know about before? And what did you find?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:14:44:05 &#8211; 00:17:24:05</strong> <strong>Tara Merino:</strong> Yes. Like, I think, mostly, you know, I&#8217;ll have to give credit to Craig Phillips, who really dove in to the NASA applications and pointed out to me and to others who were interested in this, that there&#8217;s some phenomenal data sources. We went up and visited a professor at USF, who has access to all the, you know, the direct satellite data and some high resolution satellite data. And Craig pointed out the benefits of space. You know, he, Craig was the type of scientist who, you know, who kept getting ahead of everybody. And instead of keeping pace, he was out at the next level already. Unfortunately, Craig and his wife moved back to Colorado. They&#8217;re not much. It&#8217;s hard to get them involved. Hopefully we&#8217;ll get them involved remotely as time goes on.</p><p class="mb-2 whitespace-pre-wrap">So one of the things that we tried to do was show how you could use Google Earth and get the aerial images and look at the changes to the vegetation over time, and pointed out the similarity with Landsat and the PACE which is the ocean satellite, essentially, is extremely interesting to us. The reason we couldn&#8217;t use more of the data itself is that it&#8217;s pretty complicated, very large to deal with and so forth. So for our first course, which was just four days long, we pointed out the similarity between what NASA&#8217;s done with Landsat and what we&#8217;re trying to do.</p><p class="mb-2 whitespace-pre-wrap">And this year, I think we&#8217;re actually going to achieve a drone flying possibly of STELLA itself, but certainly the nature that Bianca Cilento has done where in her case, I believe Mike, she had a spectroscopic drone and then sort of matched up the STELLA 18 channel information with the three channel spectroscopic drone so that they could say, this spectrum from the drone gives us this spectrum from STELLA. So now we can look in more detail and do false color imaging. And I think false color imaging is an interesting concept for young students as well.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:17:24:08 &#8211; 00:18:24:03</strong> <strong>Nick Barbi:</strong> So this year, we&#8217;re fortunate enough, if all goes well, to have a student who, for his science project, designed the control system for drone hardware and software. Have a student that might be able to, you know, help be a not only a student, but be an instructor in some sense. And then if we had our own control system, we have more options to modify it and link the flight of the drone with the collection of the spectrum and so forth. And the goal is to get more involved in and directly relating our work to NASA&#8217;s database and you guys. It just needs more than four days to really delve into that.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:18:24:04 &#8211; 00:21:31:02</strong> <strong>Michael P. Taylor:</strong> Yeah, yeah. So my question was did working with STELLA introduce you and the students to NASA&#8217;s broader work in Earth science beyond just rockets? And did it change how students viewed NASA&#8217;s work?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:21:31:03 &#8211; 00:22:22:02</strong> <strong>Tara Merino:</strong> Yeah. I think, you know, when I first brought this to the students that I spoke to, you know, the first year we predominantly did the robotics team, and then the second year we went to some school students as well that I know were engaged in STEM because we had a bit more time. The common answer back was, doesn&#8217;t NASA just do like rocket ships? Like what is this? And like, what do they do? And I think, you know, just learning that there&#8217;s so much more to what NASA does and that they actually work on instruments and that they&#8217;re doing educational things and they engage with the students and they&#8217;re doing research. I think was eye opening for the students. Right. But I agree with Dr. Barbi then that like then saying you&#8217;re going to get to work with a NASA instrument immediately was exciting to the students are like, oh, we&#8217;re going to work with something that NASA made, like, we&#8217;re working with something that&#8217;s, you know, really, really must be like forward looking.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:22:22:03 &#8211; 00:23:10:12</strong> <strong>Nick Barbi:</strong> And now they&#8217;re engaged like, oh, what else does NASA do, right? That kind of like created a spark to like is there other things that NASA works on and like what other kind of research programs do they do? You know, so I think that was kind of like a lynch pin for them to kind of start looking at that NASA does more than just rocket ships.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:23:10:13 &#8211; 00:24:28:13</strong> <strong>Tara Merino:</strong> You can get students engaged. I have found that students, especially younger students, have such creative minds. And they think so outside the box that you really want them to be engaged in projects like this, that they can really look at problems in ways that we haven&#8217;t been taught yet. Like this is the process you follow to look at a problem. Students just kind of look at it however they want with their mind wide open. So I think engaging students in this and making it accessible to them with kind of a less expensive toolset then can help, maybe guide, you know, your overarching real modeling and things because you really do never know what can come out of a student&#8217;s mindset.</p><p class="mb-2 whitespace-pre-wrap">I know for us, several years ago, we were looking at space travel and, you know, the challenges that exist in space travel. And our students came up with this whole suit that had like resistant bands to kind of keep muscles engaged so that they wouldn&#8217;t lose bone density and all of that. And I think maybe like five years later, that was like a real product. Like now people actually use that for physical therapy and things. So but it&#8217;s just you know, it was incredible that ten year olds came up with that concept, like right off the bat within a couple hours or like, oh, this is, you know, these are the challenges and like, this is what we could do. So I think, you know, having youth and students engaged in real world challenges like this, they can look at it in a different way. And they might come up with ideas that, you know, some of us that have been doing this for many years wouldn&#8217;t come up with.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:24:44:09 &#8211; 00:26:14:12</strong> <strong>Nick Barbi:</strong> I was going to say something, Mike, if I&#8217;m still allowed a minute. Now, we don&#8217;t want to hear from you. Yeah. So. No, your comment was about linking it to the NASA data inspired me a little bit because we are talking about doing a freshman in college level course that would actually be, you know, a semester, trimester, whatever works out to be. And in that course, that&#8217;s where we could really spend a lot more time on that kind of association. It makes it a much higher level course. And be it, you know, we got the time to do it. So I think that that&#8217;s a perfect sort of vertical addition. You know, we want to do things laterally in this course across the different instrumentation that you&#8217;re doing or different applications of the same instrument, but also vertically above the, you know, the science behind it and the use of the data further beyond it. So hopefully that&#8217;s something we&#8217;re working on now and may come to fruition in a year or two, not sure. But thank you.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:26:14:13 &#8211; 00:27:27:03</strong> <strong>Michael P. Taylor:</strong> Yeah, so Michael, can you talk about the experience of assembling the STELLA and what challenges you ran into?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:27:27:04 &#8211; 00:30:12:09</strong> <strong>Nick Barbi:</strong> So we, initially we ordered the parts to do a build class, meaning we bring in, you know, 15 kids and 15 instruments, and we go through building it all at once. But when you do that, you&#8217;ve got, you know, you&#8217;ve got to be somewhat of a control freak, right? Because everybody&#8217;s got to be on the same page, doing the same thing at the same time, and the parts have to be laid out. And in this case, it was me and one other instructor, and we just didn&#8217;t get the job done. Kind of a classic mistake and not fully doing the build prior to the teaching exercise. So you know it has the trappings of looking very easy and yet there&#8217;s some experience level things that you need to gain. The other thing that caused us a problem was just ordering parts and finding out that they weren&#8217;t available and the notice that we had given ourselves. And because of that, we had to modify a part. We essentially had to build a part that came as an integrated unit into from two pieces. And that piece ended up not being of the proper dimension for the slot and the housing. So that caused the case not to close properly. And we didn&#8217;t realize it until we spent hours on it. And so it was not, I think the conclusion was it would be nice to have a little more room in there for those wires and also some suggestions about the placement of the buttons and that kind of thing. But by and large, the problem that we experienced while building was mostly of our own doing. And now we have, you know, we have a couple of. I will show you right here. I just got delivered new Q2 units. But, yeah. So, you know, we even though we understand it was needed to be, you know, the design goal was to be small. We didn&#8217;t think it had to be quite as small as it was and that we could have used a little more leeway with the wires.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:31:48:12 &#8211; 00:33:29:12</strong> <strong>Nick Barbi:</strong> Although the problem was not itself the wires. The problem was in the oversized component that we had a rig up from because the part wasn&#8217;t available directly. So on time later, they all came in, but they didn&#8217;t come in on time. We then had the students do failure analysis and the whole thing. And a couple of students, including Tara&#8217;s daughter, Natalie, and Colton, who was the exceptional young man, the two of them together, really led the failure analysis and came up with some great suggestions, some of which were solving a problem that didn&#8217;t exist, as I said. But nevertheless, we didn&#8217;t know that at the time. But the exercise of going through that and then listening to Paul explain why things were done a certain way, why he didn&#8217;t think, you know, recommendations were necessary in some cases, but also why he thought they were very good recommendations in other cases. That was a great moment for us.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:33:29:13 &#8211; 00:33:41:03</strong> <strong>Michael P. Taylor:</strong> Yeah. In fact, he sent you all a failure analysis report. Yes. He did. Right. And so it was there for that.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:33:41:04 &#8211; 00:35:47:03</strong> <strong>Tara Merino:</strong> And I do recall him, like, you know, stopping the students and really having them explain what they meant and why and all that, that it was, yeah. Not only the students, but the instructors as well. And I think that&#8217;s also a very good experience for students, right? To be questioned and have to kind of give their logic and reasoning for what they thought or what they presented and areas of improvement that they see. And then how do you defend why they think a certain thing, or why they felt a certain way about something. So I think, you know, that can be hard for a student and even as an adult. So I think, you know, that no matter what those sort of opportunities are really educational and valuable to students. And then I think, you know, as engineers and as mentors to hear from students is also allowing us to help them better their skill set. So I think the students learned a lot. I hope, you know, I think Paul also hopefully took some takeaways from it. You know, I don&#8217;t think, you know, I know there were some things that were necessarily actually wrong or complicated with it or a challenge. And it was something else, like the chip we bought or something. But I think, you know, hopefully there was some other value in what they presented. But I think any time you&#8217;re having a student engage with a real professional and you&#8217;re connecting them, I think there&#8217;s a lot of growth. I think being able to struggle, and I agree with Doctor Barbi, sometimes the challenges or the problems or the struggles are much bigger learning opportunities than successes. So I think, you know, for them, you know, CoastWise and STELLA provides them an opportunity to utilize a tool in a way that gives them information and experiences they wouldn&#8217;t have.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:36:11:10 &#8211; 00:36:51:07</strong> <strong>Tara Merino:</strong> I think then being able to work alongside real scientists and folks that built the instrument, or people that use the instrument, and hearing how they use it, connects them to real world experiences and gives them an understanding of like how they could use, you know, what their careers could be like someday, and if that would be interesting to them. And I think overall, it gives them a breadth of exposure to things that they may never have known to consider in their careers. I feel like a lot of times students are like, okay, I want to be a lawyer or I want to be a doctor, or I want to be an engineer, because those are things that they see all the time in movies or they hear about.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:36:51:08 &#8211; 00:39:29:07</strong> <strong>Michael P. Taylor:</strong> What surprised you about the connections between this local project and NASA&#8217;s broader Earth science work?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:39:29:08 &#8211; 00:42:30:14</strong> <strong>Nick Barbi:</strong> I think that, you know, it elevated the importance of what we&#8217;re doing to say that NASA on a much larger scale is doing this, doing it at a much more scientific level, a worldwide level. And zillions of applications of it, depending upon which area of the world people are interested in. And so it gave it a substantially stronger rationale and credibility in terms of what we&#8217;re trying to do. I think one of the really interesting things was the NDVI, the normalized difference vegetative index. And this is a way to compare the vegetation from year to year or month to month or season to season. And the concept that this is done on NASA satellites, that this is common practice, I think is extremely interesting. And the fact that the waterkeeper is very interested in the changes of sea grass density, especially in the aftermath of all the, you know, the red tide and all the other things that have polluted the, the sea grass area. And so we can do a relatively small version, mini version of the same kind of thing. So yeah, I think all of this lent credibility from what we&#8217;re doing on a small scale to what the waterkeeper&#8217;s doing on a much larger regional scale and what NASA&#8217;s doing on a worldwide scale.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:42:30:15 &#8211; 00:44:08:04</strong> <strong>Michael P. Taylor:</strong> For Michael, could you walk us through what it was like collecting data from plants, from actual plants? And could you tell different plants apart from their light signatures? Did anything surprise you? And what were your takeaways from that?</p><p class="mb-2 whitespace-pre-wrap"><strong>00:44:08:05 &#8211; 00:46:29:03</strong> <strong>Michael Melvin Merino:</strong> The data collection portion was actually very simple and very straightforward. We set up multiple plants outside, and we did a series of measurements on each plant. So it wasn&#8217;t just one measurement per plant. It was a couple. And then we imported that data into, I think it might have been Excel. And then we, you know, graphed it, organized it, looked at it, looked through trends. It definitely gave me a lot more insight into how data collection is actually done. Before then, I had really only collected data like with like single variable like experiments, not with something that had this many components to it that we had to account for, like the sunlight, which is one that I didn&#8217;t remember until you mentioned it. Like the position of the sunlight changes obviously over time. And like that, that&#8217;s not something that I&#8217;m used to accounting for. Like working with that many variables was definitely something that was new to me. And although it didn&#8217;t, like STELLA itself didn&#8217;t change the direction of mechanical engineering that I wanted to go into, it definitely gave me a lot more insight into like how the collection of data might actually happen in my field, rather than just like, you know, oh, we&#8217;re going to run this tiny little experiment. It might be like, okay, we&#8217;re going to run this experiment. Here&#8217;s all the variables we have to take into consideration. And I think using, you know, having gone through the STELLA program, although it was short, gave me a little more insight into how that process and data collection, collection and analysis might actually work.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:46:29:04 &#8211; 00:48:53:00</strong> <strong>Tara Merino:</strong> Yeah. I mean, I think that COASTWISE allowed them to connect with technology and terminology that they never would have had. Right, terms they never would have had. They got to program in a way that&#8217;s very different. Right? So, right now they only program for hardware, so they only do hardware programming. They don&#8217;t do any programming over a data set to like kind of analyze data that was something that they had never done before. A lot of them had never looked at a data set that needed to be normalized before. I think understanding kind of how they would have to present information and how they could utilize information and also like how data can be manipulated to kind of not maybe necessarily always give the truth was also something that was unique to them through CoastWise. So I think those were all very unique skills that they didn&#8217;t have exposure to before and without going through the CoastWise program with STELLA, they wouldn&#8217;t have had access to. Just to show, again, I wanted to mention the Fab Lab that was so generous and crucial to our pulling the first couple of years off. And then here is Natalie, Michael&#8217;s sister, and there&#8217;s Michael.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:48:53:01 &#8211; 00:55:32:02</strong> <strong>Nick Barbi:</strong> So I wanted to show some results of our spectra from the black mangrove, the red mangrove and the white mangrove. Now, these were all obviously saplings, but we knew exactly what they were, and we could get, you know, color wise, they&#8217;re all very similar. Here we can see the spectra that we were getting from these. And here&#8217;s the wavelength axis from 400 to 1000 nanometers, reflectance. And then these were the areas of some differentiation that I pointed out on the spectra that clearly allowed us to differentiate, you know, one spectrum from another. And there are plenty of regions that give us differentiation. And then here&#8217;s the color bar where the black is infrared and the rest is as shown here. So I think this seemed to be consistent. Consistency is always an issue. But I think it&#8217;s very interesting that the green color was very common.</p><p class="mb-2 whitespace-pre-wrap">And these were done one, two, three. So that was not a lot of there was no time difference. The sun was at the same angle. Essentially throughout the whole thing we used the white card and so there&#8217;s clearly differences between this, especially when you look at the infrared here, but also just in the colors. I mean, the spectrometer pointed out some very different levels of color amounts of blue and green and orange and so forth that it was hard to see by the eye. And then here we have seven plants that we looked at. And I&#8217;m going to jump to just looking at the five green plants. I took out, if you see here, I threw in a couple of ringers because I knew they were going to be quite different in the visible light spectrum because their color is different. And so these were the five green plants, and then these were the two that I threw in to make sure we got some differences.</p><p class="mb-2 whitespace-pre-wrap">And so the, if you go to the five plants, you can see that there&#8217;s, these are all normalized at an orange color. And so all these plants, all these spectra were made to be equal at 580 nanometers. And then you can see there&#8217;s ratio differences that can be, if consistent, can be used to distinguish one plant from another. Now, here&#8217;s a situation between two groups where we looked at the group called Viper and the group called Crocs. And we saw the green box here, which is below. And these spectra between the two groups were very similar. Remarkably so. Maybe, this one, they&#8217;re all three very, very good. So this is the bougainvillea, the jasmine and the Persian shield and so two different groups, two different spectrometers being used. And then the blue box up here was pretty good, pretty good match from one group to another. And then finally the Heliconia was really not so good of a match where we would have to do a lot more data collection. So, but of the group we looked at, we had some pretty good consistency. And this will end up being the true test as to how consistent we&#8217;ll be able to get. So is the deviation from time to time, group to group, in the system greater than the inherent deviation of the spectrum? If it is, then we&#8217;re in trouble. If not, then we&#8217;re in good shape. So this is part of the research aspect of what we&#8217;re trying to do.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:55:32:03 &#8211; 00:56:29:10</strong> <strong>Tara Merino:</strong> Yeah. I mean, I think if we&#8217;re going to expand it to more areas, there needs to be sort of like a curriculum guide. And I don&#8217;t know if that exists, but something that allows someone maybe that doesn&#8217;t have a Doctor Barbi, that&#8217;s utilized this sort of technology before that&#8217;s going to be able to explain it. Right. So if you&#8217;re going to want somebody else like a me to be able to run a course like this or like a fab lab to be able to run and utilize STELLA, there needs to be some sort of instruction set that says like, okay, you know, day one, this is what you want to do. Day two, this is what you want to do. Day three and maybe there&#8217;s multiple variations of that. And depending on the duration that you&#8217;re going to work with the technology with, so that would be like what I would suggest if we want to expand. Right. There just needs to be some sort of high level explanation and instruction so that you can make it accessible to people that don&#8217;t have a Dr. Barbi that has experience with instruments like this.</p><p class="mb-2 whitespace-pre-wrap"><strong>00:56:29:11 &#8211; 01:04:16:02</strong> <strong>Michael P. Taylor:</strong> What do you want to tell parents or educators about programs like this?</p><p class="mb-2 whitespace-pre-wrap"><strong>01:04:16:03 &#8211; 01:10:35:05</strong> <strong>Nick Barbi:</strong> And the way to do that is to make sure there are opportunities. And so we want to build the technical community, the technical strength of the community, make it a place where technical families and their companies can feel comfortable locating. Start ups can locate. One of the best things we can do in my position is to have opportunities for their kids and opportunities that can be modeled nationwide and worldwide. So if we can say that a program that is now worldwide began in Sarasota and Manatee counties in Florida, that would make people aware of the things that we&#8217;re doing. So that&#8217;s what it does for the area. It would do that, you know, we can&#8217;t, we&#8217;re not going to change much of the political spectrum or the funding spectrum or we&#8217;re not going to do much of that. But if we can make it a known place for starting really advanced STEM education programs for kids that get national and international recognition. To me, that is a phenomenal contribution.</p><p class="mb-2 whitespace-pre-wrap"><strong>01:05:47:15 &#8211; 01:05:53:15</strong> <strong>Michael P. Taylor:</strong> Finally, any closing thoughts about where do you want to take this program and why people should support it?</p><p class="mb-2 whitespace-pre-wrap"><strong>01:05:54:03 &#8211; 01:08:46:15</strong> <strong>Nick Barbi:</strong> You know, one of the things we&#8217;re doing next month is we&#8217;re having some kids that, you know, one of the, besides CoastWise, a very big program we do is send kids to Italy for three weeks at an AI session at, you know, Fondazione Bruno Kessler, which is in Trento, Italy. And they pay 100% of the fees once kids get to Italy. So what we do and what the parents do now is the parents have to have the money to send a kid. The airfare. And so we would like to open this up more for other kids that may not be able to buy the airfare, whose family may not be able to send them over, even though it doesn&#8217;t cost them anything when they get over there. Airfare is not cheap. So we are trying to say that we give a technical experience that kids can&#8217;t get anywhere else. It helps the career opportunities decision by opening up, you know, if kids have a bent toward science but never heard of instruments, never heard of spectroscopy, don&#8217;t know anything about data analysis. At grades, you know, at say rising freshman level where they&#8217;re just going from eighth grade to freshman. This is the time really to hit those kids with look at these opportunities.</p><p class="mb-2 whitespace-pre-wrap">So it will help the standard of living, as I say, draw more people into the community that have, that are tech aware people and are worried about their kids education. And then we have this international tie which is an experience that opens up all new kinds of opportunities for kids. They meet friends from not only Italy, but from, you know, there&#8217;s many countries represented in this program. So next year we&#8217;re going to be able to send 6 or 7 kids to this program. We&#8217;ve been upgraded because of the level of kids that we&#8217;ve been able to send. But we want to expand that international collaboration. And we want Italian kids to come here, and we want more of our kids to go to Italy and all of this, you know, builds the community, builds opportunities for kids, brings in families that are concerned about that. And so we can make kids aware of the environmental issues of the affected development.</p><p class="mb-2 whitespace-pre-wrap"><strong>01:08:46:16 &#8211; 01:10:35:05</strong> <strong>Nick Barbi:</strong> So they can make their own decisions. And this is our CoastWise program about whether development is a good thing or whether it&#8217;s nonsense. They can look at images, they can compare images before and after. They can see mangroves decreasing in volume or changing in normalized difference vegetative index. And then we could expand this to water quality, agricultural analysis, sustainable farming, air quality to a lesser extent. We&#8217;re fortunate enough not to have severe air quality issues here because of the ocean and the breezes and all that kind of thing. So, but the things that care about the community, it teaches the kids not only science, but more about the environment in which they live and how what the real difference between an organically grown product and an organic soil versus non organic and help them understand the choices that they make throughout life. So, you know, the the launches are done and so forth can be, Jacksonville is pretty industrial area, but, you know, we&#8217;re noted for our beauty. And so environment becomes a big issue. But we want to also have tech companies, new companies, start ups or relocations of companies here. And we have to show them that there&#8217;s some amazing informal STEM education programs and maybe other education programs, not so necessarily STEM oriented, entrepreneurial things, which we&#8217;re looking into, an entrepreneurial fair, for example. And so this is to make the area a more prime location for the tech families and tech companies to locate.</p><p class="mb-2 whitespace-pre-wrap"><strong>01:10:35:06 &#8211; 01:12:15:00</strong> <strong>Michael P. Taylor:</strong> Yeah. Thank you so much. You&#8217;ve been great. I&#8217;m really pleased and happy you guys were able to join us today. Thank you. Well, again you know any time we&#8217;re going to get to interact with, you know, real experts and hear feedback I&#8217;m going to sign my kids up for that. Yeah. Even after surgery. Yeah I didn&#8217;t get up there. Well, they&#8217;ll see it. And that was that was an emergency like we did. I didn&#8217;t know that that was going to happen until Monday, so I didn&#8217;t actually sign him up like knowing that that was going to be the case.</p><p class="mb-2 whitespace-pre-wrap"><strong>01:12:15:00 &#8211; 01:13:19:01</strong> <strong>Tara Merino:</strong> Thank you so much, Mike, for all that you do and engaging with students in your time. I mean, it really has been an amazing opportunity. I look forward to seeing what comes out of it this summer. But, I know, you know, not just Michael, but all the students, they really, really enjoyed the summer. They really enjoyed being able to speak to you and to Paul. I know that as Doctor Barbi said, he didn&#8217;t really just say that. Like it really was the highlight. They all talked about it for weeks about how they got to talk to NASA. They thought it was the coolest thing. So, you know, I definitely, you know, I appreciate you guys taking the time, making it a memorable experience for them. You know, listening to them and taking their feedback, making them feel part of, you know, a process, making them feel part of a solution and part of, you know, impacting something that&#8217;s beyond themselves. I think that was a really inspiring moment for them. So, so thank you for that. And Dr. Barbi, you know, always, you know, thank you for making all the opportunities for our students and the community. You know, it&#8217;s awesome to work with you.</p><p class="mb-2 whitespace-pre-wrap"><strong>Nick Barbi:</strong> Yeah. Well thank you. And, great. Back at you, Tara. Thank you very much.</p></div></div></div></div></div>								</div>
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									<h3>Related Resources:</h3><ul><li><a href="https://www.scienceandtechnologysociety.org/" target="_blank" rel="noopener">Science and Technology Society</a></li><li><a href="https://science.nasa.gov/mission/landsat/" target="_blank" rel="noopener">Landsat</a></li><li><a href="https://pace.gsfc.nasa.gov/" target="_blank" rel="noopener">PACE</a></li></ul>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/coastwise-earth-science-workforce/">Building Tomorrow&#8217;s Earth Science Workforce, One Spectrum at a Time</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Students Build AI-Powered Drone for Earth Observation &#124; NASA SEES Internship Journey</title>
		<link>https://science.gsfc.nasa.gov/stella/students-build-ai-powered-drone-for-earth-observation-nasa-sees-internship-journey/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Fri, 30 Jan 2026 04:32:29 +0000</pubDate>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3748</guid>

					<description><![CDATA[<p>Four high school students leveraged STELLA's accessible design, supportive community, and educational philosophy to build a sophisticated environmental monitoring platform.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/students-build-ai-powered-drone-for-earth-observation-nasa-sees-internship-journey/">Students Build AI-Powered Drone for Earth Observation | NASA SEES Internship Journey</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">Students Build AI-Powered Drone for Earth Observation | NASA SEES Internship</h2>				</div>
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					<h3 class="elementor-heading-title elementor-size-default">Video Summary</h3>				</div>
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<p>In this interview, four high school students from the 2025 <a href="https://csr.utexas.edu/education-outreach/high-school-internships/sees/" target="_blank" rel="noopener">NASA SEES (STEM Enhancement in Earth Science)</a> internship program discuss <a href="https://essopenarchive.org/users/995706/articles/1356579-earthlens-a-novel-drone-based-citizen-science-tool-for-land-cover-observation-and-analysis" target="_blank" rel="noopener">EarthLens</a>, an innovative drone-based system they developed to complement satellite Earth observations with high-resolution ground data. Samuel Bawden, Nandini Khaneja, Neev Tamboli, and Jordan Rodriguez share their journey from classroom learners to hands-on innovators, demonstrating the power of experiential STEM education in workforce development.</p>
<h3>Project Origins and Technical Design</h3>
<p>EarthLens emerged from the students&#8217; experience using <a href="https://observer.globe.gov/" target="_blank" rel="noopener">GLOBE Observer</a> to compare ground-truth land cover data with satellite datasets from <a href="https://science.nasa.gov/mission/landsat/">Landsat</a> and Sentinel. Recognizing the challenges of manual data collection and the vast difference in spatial scales between ground and satellite observations, the team designed a drone platform that bridges this gap. Their system integrates <a href="https://science.gsfc.nasa.gov/stella/instruments/spectral/stella-q2/">STELLA-Q2</a> and <a href="https://science.gsfc.nasa.gov/stella/instruments/heliophysics/helio-stella/">Helio-STELLA</a> spectrometers for measuring surface and atmospheric properties, RGB cameras, a Raspberry Pi-based data system, and a preliminary AI classification tool for real-time land cover analysis. The goal is to make Earth science data collection more accessible for citizen scientists, educators, researchers, and agricultural applications.</p>
<h3>Learning Through Hands-On Experience</h3>
<p>The students candidly discuss their learning journey, emphasizing that none of them began with significant remote sensing or drone-building experience. Through hands-on problem-solving, mentorship from University of Toledo graduate students, and self-directed learning, they assembled the drone from accessible components, integrated unfamiliar technologies like Raspberry Pi systems and flight controllers, and developed software solutions. Their discussion of comparing satellite and ground observations provides authentic insight into how students build conceptual understanding of remote sensing principles through real-world experience. The team emphasizes that their work complements satellite missions, filling an important niche in spatial resolution and data validation.</p>
<h3>Future Directions and Impact</h3>
<p>Looking forward, the students plan to create build guides for others to replicate their system, integrate additional environmental sensors, and refine both hardware and software components. They envision applications in agricultural monitoring, environmental research, and education, where the system could provide detailed observations at scales between satellites and ground measurements. Each team member reflects on how the project influenced their career goals in engineering and Earth science, demonstrating that high school students can develop meaningful tools for real-world environmental challenges. Presented at the <a href="https://www.agu.org/" target="_blank" rel="noopener">American Geophysical Union</a> conference, EarthLens exemplifies how project-based learning and mentorship cultivate the next generation of Earth science professionals while students continue building their foundational knowledge in remote sensing and related fields.</p>
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									<div class="relative flex flex-shrink-0 flex-col items-center"><div class="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full"><div class="relative flex h-9 w-9 items-center justify-center rounded-sm p-1 text-white" title="All ChatGSFC"><div class="h-6 w-6"><div class="overflow-hidden rounded-full"><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Introduction &amp; Team Members"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Introduction &amp; Team Members</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 seconds I'm here with the, NASA SEES group that I met at AGU. Working on the EarthLens project."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:08</div></div>I&#8217;m here with the, NASA SEES group that I met at AGU. Working on the EarthLens project.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 seconds And I'll save that for you to tell us all
about what EarthLens, is and what you did
and all that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:15</div></div>And I&#8217;ll save that for you to tell us all about what EarthLens, is and what you did and all that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 seconds But, with, that being said, I'm going to ask you to,
introduce yourself."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:21</div></div>But, with, that being said, I&#8217;m going to ask you to, introduce yourself.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 seconds Where you're from again,
just the city is fine. And your role in the EarthLens project."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:29</div></div>Where you&#8217;re from again, just the city is fine. And your role in the EarthLens project.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 seconds Okay. And I'm just going to go in order
from how I see it in my screen over here,
from right to left."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:36</div></div>Okay. And I&#8217;m just going to go in order from how I see it in my screen over here, from right to left.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 seconds Okay. And so first up, I have Sam. Yeah. Hi."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:43</div></div>Okay. And so first up, I have Sam. Yeah. Hi.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 seconds I'm Sam Bodman from Washington, DC area."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:49</div></div>I&#8217;m Sam Bodman from Washington, DC area.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 seconds I'm, going to Dartmouth next year. I'm going to be a freshman there. And my main responsibilities"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">0:55</div></div>I&#8217;m, going to Dartmouth next year. I&#8217;m going to be a freshman there. And my main responsibilities</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 2 seconds with the Within the EarthLens
team was, essentially doing,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:02</div></div>with the Within the EarthLens team was, essentially doing,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 7 seconds a lot of the background research
for essentially identifying the problem we were seeking to solve,
which was improving,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:07</div></div>a lot of the background research for essentially identifying the problem we were seeking to solve, which was improving,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 15 seconds citizen science tools for land cover. So we were interns, in a program
this past summer,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:15</div></div>citizen science tools for land cover. So we were interns, in a program this past summer,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 21 seconds which I'm sure we'll talk about. And a lot of the tools we used
were challenging and give great data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:21</div></div>which I&#8217;m sure we&#8217;ll talk about. And a lot of the tools we used were challenging and give great data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 28 seconds And so kind of assessing
what those challenges were and then how to solve them with
EarthLens was kind of"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:28</div></div>And so kind of assessing what those challenges were and then how to solve them with EarthLens was kind of</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 34 seconds where I came in then next up I have Neeve. Yeah. So I'm Neeve, from the Bay Area
in California,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:34</div></div>where I came in then next up I have Neeve. Yeah. So I&#8217;m Neeve, from the Bay Area in California,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 42 seconds about like 20 minutes
out of San Francisco. And, my main role within the EarthLens
project was"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:42</div></div>about like 20 minutes out of San Francisco. And, my main role within the EarthLens project was</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 49 seconds sort of, helping design and plan out
the drone as well as designing"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:49</div></div>sort of, helping design and plan out the drone as well as designing</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="1 minute, 55 seconds how our entire system would kind of be
integrated with the computational part. next up, I have Nandini."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">1:55</div></div>how our entire system would kind of be integrated with the computational part. next up, I have Nandini.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 3 seconds Hi, I'm Nandini, I'm from Long Island,
New York. My role on the EarthLens
team was, was, hardware lead."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:03</div></div>Hi, I&#8217;m Nandini, I&#8217;m from Long Island, New York. My role on the EarthLens team was, was, hardware lead.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 10 seconds So I did the physical construction
of the drone and the STELLA integration. And we'll be continuing to work
on various iterations of the drone."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:10</div></div>So I did the physical construction of the drone and the STELLA integration. And we&#8217;ll be continuing to work on various iterations of the drone.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 17 seconds And last but not least, Jordan. Hi. My name is Jordan Rodriguez,
and I'm from Westlake, Texas."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:17</div></div>And last but not least, Jordan. Hi. My name is Jordan Rodriguez, and I&#8217;m from Westlake, Texas.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 23 seconds And, on the EarthLens project, I focused
on software and data architecture. My role involves
designing how observation data,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:23</div></div>And, on the EarthLens project, I focused on software and data architecture. My role involves designing how observation data,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 31 seconds is captured, from the drone
and transmitted to the actual app."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:31</div></div>is captured, from the drone and transmitted to the actual app.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="NASA SEES Program &amp; Project Origins"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">NASA SEES Program &amp; Project Origins</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 39 seconds first off, I want to understand what NASA SEES is and how, you know, folks
from all across the country,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:39</div></div>first off, I want to understand what NASA SEES is and how, you know, folks from all across the country,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 46 seconds you got to get together
and work on the project. So can you tell me
just a little bit more about NASA's SEES"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:46</div></div>you got to get together and work on the project. So can you tell me just a little bit more about NASA&#8217;s SEES</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="2 minutes, 52 seconds and, and how that happened? Sure. I love to take that question. So NASA SEES"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">2:52</div></div>and, and how that happened? Sure. I love to take that question. So NASA SEES</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes is, really was a gift of a program. I think for a lot of us, they do,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:00</div></div>is, really was a gift of a program. I think for a lot of us, they do,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 6 seconds all kinds of programing for high school, 
students interested in engineering
and earth and space sciences"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:06</div></div>all kinds of programing for high school, students interested in engineering and earth and space sciences</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 14 seconds and physics and, so students from all over the country, every corner."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:14</div></div>and physics and, so students from all over the country, every corner.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 21 seconds You know,
this group is representative of that, but not in the least, limited
to how many places people came from,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:21</div></div>You know, this group is representative of that, but not in the least, limited to how many places people came from,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 28 seconds including, you know, territories
like Puerto Rico and things like that. People from all over the country,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:28</div></div>including, you know, territories like Puerto Rico and things like that. People from all over the country,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 35 seconds got together and worked on
a lot of really cool projects. Or specifically was about,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:35</div></div>got together and worked on a lot of really cool projects. Or specifically was about,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 41 seconds essentially assessing the agreement between ground truth land cover data
and satellite derived land cover data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:41</div></div>essentially assessing the agreement between ground truth land cover data and satellite derived land cover data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 51 seconds But there were groups who worked on designing future missions
to moons of Jupiter"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:51</div></div>But there were groups who worked on designing future missions to moons of Jupiter</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="3 minutes, 57 seconds and Saturn or other really, you know,
just crazy cool things like that. And so I think it was
a really awesome way to get introduced,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">3:57</div></div>and Saturn or other really, you know, just crazy cool things like that. And so I think it was a really awesome way to get introduced,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 6 seconds to, you know,
kind of what careers in Stem look like. And I think I speak for everybody
when I say"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:06</div></div>to, you know, kind of what careers in Stem look like. And I think I speak for everybody when I say</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 14 seconds it really encouraged us to pursue
this kind of work in the future."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:14</div></div>it really encouraged us to pursue this kind of work in the future.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="What is Earth Lens?"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">What is Earth Lens?</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 23 seconds Awesome. Awesome. That's fantastic. And, so we've touched on a bit of what
EarthLens is, but,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:23</div></div>Awesome. Awesome. That&#8217;s fantastic. And, so we&#8217;ve touched on a bit of what EarthLens is, but,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 30 seconds could I bother, one of you to, tell me exactly what EarthLens is? What did you do for the project?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:30</div></div>could I bother, one of you to, tell me exactly what EarthLens is? What did you do for the project?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 37 seconds You know, sort of just, the in broad, definition,
a broad scope of what the project is."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:37</div></div>You know, sort of just, the in broad, definition, a broad scope of what the project is.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 44 seconds Yeah, I could take this one. So, I think from a very basic quick
perspective, EarthLens,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:44</div></div>Yeah, I could take this one. So, I think from a very basic quick perspective, EarthLens,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 51 seconds we came across the idea once we realized
how, a lot of times, inaccurate"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:51</div></div>we came across the idea once we realized how, a lot of times, inaccurate</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="4 minutes, 56 seconds and inefficient data collection of land
cover was with the existing technology"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">4:56</div></div>and inefficient data collection of land cover was with the existing technology</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 2 seconds because it relied mostly on, like, manual or just simply very far off
inaccurate satellite satellite data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:02</div></div>because it relied mostly on, like, manual or just simply very far off inaccurate satellite satellite data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 9 seconds And we wanted to change this by making it
a more accurate and be more reliable, because one of our friends,
Jordan, over here, I think he lost"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:09</div></div>And we wanted to change this by making it a more accurate and be more reliable, because one of our friends, Jordan, over here, I think he lost</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 17 seconds over 200 images that he took over like ten
plus hours. And we also had the data
that a lot of the pictures"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:17</div></div>over 200 images that he took over like ten plus hours. And we also had the data that a lot of the pictures</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 25 seconds that we had taken,
as part of our internship, they were I believe,
less than one megapixel in resolution."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:25</div></div>that we had taken, as part of our internship, they were I believe, less than one megapixel in resolution.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 31 seconds So we wanted to see
how we could improve that. And we came up with the idea
that a drone could address"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:31</div></div>So we wanted to see how we could improve that. And we came up with the idea that a drone could address</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 37 seconds both of these problems,
because a, a drone is kind of like a happy medium between the very inaccurate
high up satellites"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:37</div></div>both of these problems, because a, a drone is kind of like a happy medium between the very inaccurate high up satellites</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 46 seconds and the having to go on your feet
with your phone manual like, NASA GLOBE."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:46</div></div>and the having to go on your feet with your phone manual like, NASA GLOBE.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="5 minutes, 52 seconds And with our computational parts,
we can also make sure that the data can be stored very safely,
and we're not going to be losing it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">5:52</div></div>And with our computational parts, we can also make sure that the data can be stored very safely, and we&#8217;re not going to be losing it.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 2 seconds Okay. And so you said inaccurate, satellites. What do you mean by that?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:02</div></div>Okay. And so you said inaccurate, satellites. What do you mean by that?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 8 seconds So I think very briefly, one of as Sam mentioned,
our internships goals"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:08</div></div>So I think very briefly, one of as Sam mentioned, our internships goals</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 15 seconds was to see the difference between,
the land cover"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:15</div></div>was to see the difference between, the land cover</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 21 seconds that we can see on the ground
and what satellites are, showing them to be on the main NASA
data sets."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:21</div></div>that we can see on the ground and what satellites are, showing them to be on the main NASA data sets.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 27 seconds And I think we can probably pull this up
later sometime, but we had these large charts that we made that compared
these different, strips of data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:27</div></div>And I think we can probably pull this up later sometime, but we had these large charts that we made that compared these different, strips of data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 37 seconds And we were able to see that the, the data
that the satellite gave about the land,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:37</div></div>And we were able to see that the, the data that the satellite gave about the land,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 43 seconds specifically stuff
like spectral resolutions and what was exactly being covered by
that land was often inaccurate."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:43</div></div>specifically stuff like spectral resolutions and what was exactly being covered by that land was often inaccurate.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 49 seconds And it would be inaccurate in the way
that, let's say, it would classify something that's grass as trees
that were nearby wouldn't be accurate"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:49</div></div>And it would be inaccurate in the way that, let&#8217;s say, it would classify something that&#8217;s grass as trees that were nearby wouldn&#8217;t be accurate</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="6 minutes, 59 seconds enough to see that, hey, this is a patch of grass
over here in the midst of a forest."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">6:59</div></div>enough to see that, hey, this is a patch of grass over here in the midst of a forest.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 4 seconds Sometimes even, like, you know, shadows
that would be picked up, it just wouldn't give any information."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:04</div></div>Sometimes even, like, you know, shadows that would be picked up, it just wouldn&#8217;t give any information.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 10 seconds Or maybe it might even say was like water
because of the darkness. It compared with other,
water bodies to those, shadows."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:10</div></div>Or maybe it might even say was like water because of the darkness. It compared with other, water bodies to those, shadows.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 19 seconds Yeah."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:19</div></div>Yeah.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Coming Together"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Coming Together</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 28 seconds tell me how this whole process, sort of came together and how you all started
working and collaborating together."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:28</div></div>tell me how this whole process, sort of came together and how you all started working and collaborating together.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 35 seconds Sure. So the NASA SEES internship program
as a whole is open to high school juniors and seniors from across the country."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:35</div></div>Sure. So the NASA SEES internship program as a whole is open to high school juniors and seniors from across the country.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 41 seconds So we had had the ability to select teams
we were interested in, and we ended up getting sorted into
those as we got accepted into the program."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:41</div></div>So we had had the ability to select teams we were interested in, and we ended up getting sorted into those as we got accepted into the program.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 49 seconds So we were part of a 50 person team called Earth System Explorers
that met virtually over two months. June to July 2025."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:49</div></div>So we were part of a 50 person team called Earth System Explorers that met virtually over two months. June to July 2025.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="7 minutes, 56 seconds We had a variety of mentors, including rusty, Peter
and all the scientists who, you know, and since our main goal was to compare
land cover data that we recorded"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">7:56</div></div>We had a variety of mentors, including rusty, Peter and all the scientists who, you know, and since our main goal was to compare land cover data that we recorded</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 5 seconds using the GLOBE, the GLOBE Observer
application in our own community, and comparing that to data
existing in ArcGIS"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:05</div></div>using the GLOBE, the GLOBE Observer application in our own community, and comparing that to data existing in ArcGIS</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 12 seconds and manual, data that we've classified
in Collect Earth Online."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:12</div></div>and manual, data that we&#8217;ve classified in Collect Earth Online.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 18 seconds We, a lot of groups were deciding what to do with that data that we
had generated throughout the internship,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:18</div></div>We, a lot of groups were deciding what to do with that data that we had generated throughout the internship,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 26 seconds since we had like 37 different points
within a three kilometer grid in our own communities. So a lot of people wanted to analyze
the data that they had generated."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:26</div></div>since we had like 37 different points within a three kilometer grid in our own communities. So a lot of people wanted to analyze the data that they had generated.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 35 seconds But we took a closer look at our, 
data quality itself. And then once we saw what a big issue
that data quality was and how Jordan lost"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:35</div></div>But we took a closer look at our, data quality itself. And then once we saw what a big issue that data quality was and how Jordan lost</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 43 seconds such a significant number of the photos
that he had taken, we realized that GLOBE Observer had been a very valuable, tool
for the time that we were using it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:43</div></div>such a significant number of the photos that he had taken, we realized that GLOBE Observer had been a very valuable, tool for the time that we were using it.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 51 seconds But it had, you know,
there were challenges that were beginning to surface,
especially since it hadn't been"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:51</div></div>But it had, you know, there were challenges that were beginning to surface, especially since it hadn&#8217;t been</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="8 minutes, 58 seconds updated as frequently. And we thought we wanted to combine
the benefit of the bird's eye view that a satellite gives
with the increased granularity"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">8:58</div></div>updated as frequently. And we thought we wanted to combine the benefit of the bird&#8217;s eye view that a satellite gives with the increased granularity</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 5 seconds you would get just going by, 
manually taking the photos. So we wanted to, 
take a more unconventional hardware"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:05</div></div>you would get just going by, manually taking the photos. So we wanted to, take a more unconventional hardware</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 13 seconds based approach to doing this. And it was definitely a challenge
because we're all across the country."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:13</div></div>based approach to doing this. And it was definitely a challenge because we&#8217;re all across the country.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 18 seconds So, it was a group decision to go all in on
this one leading up to AGU."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:18</div></div>So, it was a group decision to go all in on this one leading up to AGU.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Combining Hardware &amp; Citizen Science"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Combining Hardware &amp; Citizen Science</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 26 seconds what interested
you all about combining drones, remote sensing and citizen science
all together into one package?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:26</div></div>what interested you all about combining drones, remote sensing and citizen science all together into one package?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 33 seconds the technologies
that have become accessible to, you know, the average person
have, improved greatly."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:33</div></div>the technologies that have become accessible to, you know, the average person have, improved greatly.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 41 seconds I think, you know, these STELLA sensors
and the ability to build a drone in your garage and access to AI tools
is something that's new."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:41</div></div>I think, you know, these STELLA sensors and the ability to build a drone in your garage and access to AI tools is something that&#8217;s new.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 51 seconds And so why not take a new approach to, land observation, Earth observation."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:51</div></div>And so why not take a new approach to, land observation, Earth observation.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="9 minutes, 56 seconds Yeah, that hits the nail on the head. So for me, I just,
we remember how initially we,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">9:56</div></div>Yeah, that hits the nail on the head. So for me, I just, we remember how initially we,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 3 seconds I think when we were working
with our working group to see what we could take the project
further with."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:03</div></div>I think when we were working with our working group to see what we could take the project further with.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 8 seconds We definitely wanted
to keep citizen science in mind, because that was kind of the core value
that was ingrained with NASA GLOBE"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:08</div></div>We definitely wanted to keep citizen science in mind, because that was kind of the core value that was ingrained with NASA GLOBE</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 16 seconds and, you know, working
after the NASA SEES project where we were so deeply engrained
with land cover"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:16</div></div>and, you know, working after the NASA SEES project where we were so deeply engrained with land cover</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 21 seconds and wanting to revolutionize
that sort of sector, we decided
that we had like a few different options."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:21</div></div>and wanting to revolutionize that sort of sector, we decided that we had like a few different options.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 27 seconds And I remember
Jordan had this great computational idea. And Nandini brought to, 
a hardware based idea where we had,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:27</div></div>And I remember Jordan had this great computational idea. And Nandini brought to, a hardware based idea where we had,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 35 seconds like, instruments like STELLA and then we looked at each other
and we were like, wait a minute. We can kind of combine both of these
to make like an intelligent hardware"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:35</div></div>like, instruments like STELLA and then we looked at each other and we were like, wait a minute. We can kind of combine both of these to make like an intelligent hardware</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 43 seconds based system that uses this type of instrumentation
to solve the problems that we need to."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:43</div></div>based system that uses this type of instrumentation to solve the problems that we need to.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Building the Drone - Hardware Development"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Building the Drone &#8211; Hardware Development</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="10 minutes, 51 seconds what was your experience with, like, say, drone technology,
remote sensing and or the, STELLA instruments
themselves?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">10:51</div></div>what was your experience with, like, say, drone technology, remote sensing and or the, STELLA instruments themselves?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes Sure. I'd like to talk about that
from from, like, a hardware perspective. I had never built
a, never built a drone before."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:00</div></div>Sure. I&#8217;d like to talk about that from from, like, a hardware perspective. I had never built a, never built a drone before.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 8 seconds I actually, my, mechanical engineering
related experience, even before the internship program,
I had done a research project,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:08</div></div>I actually, my, mechanical engineering related experience, even before the internship program, I had done a research project,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 16 seconds working on a martian simulation chamber
in my basement with a friend of mine. And that, you know, made me very familiar
with that low cost optimizing,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:16</div></div>working on a martian simulation chamber in my basement with a friend of mine. And that, you know, made me very familiar with that low cost optimizing,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 26 seconds being responsible for basically every type of engineering
in one project kind of experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:26</div></div>being responsible for basically every type of engineering in one project kind of experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 31 seconds So from there, I, we were able to,
I researched how, I guess these kinds of drones
have been built in the past."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:31</div></div>So from there, I, we were able to, I researched how, I guess these kinds of drones have been built in the past.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 39 seconds I visited my local hobby store to learn
how to mount the motors. Right. And, you know, try to use online resources
and my own community"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:39</div></div>I visited my local hobby store to learn how to mount the motors. Right. And, you know, try to use online resources and my own community</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 46 seconds to try to make this hardware
as accurate as possible. And for example, we were we ourselves were not familiar
with STELLA tools beforehand."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:46</div></div>to try to make this hardware as accurate as possible. And for example, we were we ourselves were not familiar with STELLA tools beforehand.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="11 minutes, 53 seconds And I personally also had never used
a spectrometer board. Actually, we started using STELLA
because it gave us a place to start"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">11:53</div></div>And I personally also had never used a spectrometer board. Actually, we started using STELLA because it gave us a place to start</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes exploring this. The first step, the very first step we took hardware
wise, was ordering every part"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:00</div></div>exploring this. The first step, the very first step we took hardware wise, was ordering every part</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 6 seconds that is required for the Helio-STELLA
and the STELLA-Q2 designs. Attaching the circuitry,
making sure it worked"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:06</div></div>that is required for the Helio-STELLA and the STELLA-Q2 designs. Attaching the circuitry, making sure it worked</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 12 seconds on the SparkFun boards
that it's designed for. And then once I realized
we needed to integrate that"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:12</div></div>on the SparkFun boards that it&#8217;s designed for. And then once I realized we needed to integrate that</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 19 seconds into a Raspberry
Pi system to record that microSD card and be part of the transferring
to Jordan's app system,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:19</div></div>into a Raspberry Pi system to record that microSD card and be part of the transferring to Jordan&#8217;s app system,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 25 seconds we were able to slowly strip away
components like the real time clock didn't need to be needed anymore."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:25</div></div>we were able to slowly strip away components like the real time clock didn&#8217;t need to be needed anymore.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 30 seconds The, of course
it's slipping my mind right now, but there's displays, there's much,
many components we were able to eliminate"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:30</div></div>The, of course it&#8217;s slipping my mind right now, but there&#8217;s displays, there&#8217;s much, many components we were able to eliminate</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 37 seconds to make it to a more barebones style model
that hopefully any, lab worker or hobbyist could build
in their basement for a,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:37</div></div>to make it to a more barebones style model that hopefully any, lab worker or hobbyist could build in their basement for a,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 46 seconds reasonable sum of money. Yeah, I think the cool part of it
is none of us came in"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:46</div></div>reasonable sum of money. Yeah, I think the cool part of it is none of us came in</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 52 seconds with any significant experience
directly related to this. And I think in, in a, in a cool way,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:52</div></div>with any significant experience directly related to this. And I think in, in a, in a cool way,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="12 minutes, 57 seconds that's an advantage on the citizen science
end of things. Because if we can make something
that is intuitive,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">12:57</div></div>that&#8217;s an advantage on the citizen science end of things. Because if we can make something that is intuitive,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 5 seconds then it can be widely used. Yeah. And just focusing on like
even though we were so inexperienced"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:05</div></div>then it can be widely used. Yeah. And just focusing on like even though we were so inexperienced</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 13 seconds with hardware like this,
I think one of the beauties of science and in specific here with STELLA
was that there's like this community"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:13</div></div>with hardware like this, I think one of the beauties of science and in specific here with STELLA was that there&#8217;s like this community</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 20 seconds around people
that know what they're doing. And for example,
we were able to reach out to grad students all the way out in Ohio,
and they were able to help us"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:20</div></div>around people that know what they&#8217;re doing. And for example, we were able to reach out to grad students all the way out in Ohio, and they were able to help us</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 28 seconds because they were like STELLA experts,
and we were able to use their help. And that kind of brought us forward
to a stage where we wouldn't"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:28</div></div>because they were like STELLA experts, and we were able to use their help. And that kind of brought us forward to a stage where we wouldn&#8217;t</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 35 seconds have been able to without them. Oh yeah. And of course, of course. It all ties back to you know, the,
the SEES program giving us"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:35</div></div>have been able to without them. Oh yeah. And of course, of course. It all ties back to you know, the, the SEES program giving us</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 44 seconds this opportunity to explore what
we probably wouldn't have otherwise known,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:44</div></div>this opportunity to explore what we probably wouldn&#8217;t have otherwise known,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 49 seconds if it wasn't actually for the SEES
program."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:49</div></div>if it wasn&#8217;t actually for the SEES program.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Graduate Student Mentorship &amp; Support"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Graduate Student Mentorship &amp; Support</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="13 minutes, 56 seconds Rusty connected
us, with two graduate students at the University of Toledo,
who go by Femi and Feisal,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">13:56</div></div>Rusty connected us, with two graduate students at the University of Toledo, who go by Femi and Feisal,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 2 seconds who, they work under a professor
that she knew very closely. And they were both very helpful
in two different ways."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:02</div></div>who, they work under a professor that she knew very closely. And they were both very helpful in two different ways.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 9 seconds So for example, Faisal was able to help
verify, our technical planning,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:09</div></div>So for example, Faisal was able to help verify, our technical planning,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 16 seconds while Femi was very helpful
in making sure that we knew the, just generally how to plan a project
like this, because it's"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:16</div></div>while Femi was very helpful in making sure that we knew the, just generally how to plan a project like this, because it&#8217;s</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 22 seconds such a big undertaking and especially
considering we're for high schoolers, trying to figure it out
because, I mean, in a way,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:22</div></div>such a big undertaking and especially considering we&#8217;re for high schoolers, trying to figure it out because, I mean, in a way,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 29 seconds we are the citizen scientists trying
to put together this kind of a system. So I think having so much support
on that side from,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:29</div></div>we are the citizen scientists trying to put together this kind of a system. So I think having so much support on that side from,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 37 seconds not just the scientists
that we directly worked with in the SEES program, but scientists, we were able to be connected to, 
during the design process and even after."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:37</div></div>not just the scientists that we directly worked with in the SEES program, but scientists, we were able to be connected to, during the design process and even after.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Technical Challenges - Raspberry Pi &amp; Flight Systems"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Technical Challenges &#8211; Raspberry Pi &amp; Flight Systems</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 48 seconds were there any other, like, major
components of the EarthLens systems that you developed, that
you didn't previously mentioned?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:48</div></div>were there any other, like, major components of the EarthLens systems that you developed, that you didn&#8217;t previously mentioned?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="14 minutes, 58 seconds I think, you know, the we did a lot of work,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">14:58</div></div>I think, you know, the we did a lot of work,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 4 seconds specifically with how to fly the drone. With Nandini, you can talk more about it,
but essentially,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:04</div></div>specifically with how to fly the drone. With Nandini, you can talk more about it, but essentially,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 11 seconds you know,
you want it to be, clean user interface, and you don't want it to be,
you know, clunky controls"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:11</div></div>you know, you want it to be, clean user interface, and you don&#8217;t want it to be, you know, clunky controls</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 18 seconds where you have to type an input for the
for the drone drone to go up or down. And so there was a lot of tinkering
we had to do on that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:18</div></div>where you have to type an input for the for the drone drone to go up or down. And so there was a lot of tinkering we had to do on that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 24 seconds And Nandini
you want to talk about that, that's cool. And it one that feeds right into the next question, which would be like
and I figured to go right into there,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:24</div></div>And Nandini you want to talk about that, that&#8217;s cool. And it one that feeds right into the next question, which would be like and I figured to go right into there,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 31 seconds what was the sort of, most challenging
technical problem you had to solve? And how did you approach it?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:31</div></div>what was the sort of, most challenging technical problem you had to solve? And how did you approach it?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 37 seconds So I got to say, it's like, I think it's the combination of all the little problems
that came in along the way."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:37</div></div>So I got to say, it&#8217;s like, I think it&#8217;s the combination of all the little problems that came in along the way.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 44 seconds Like, for example, we're using this
Raspberry Pi based system. We haven't used Raspberry
Pi's in the past, past all my experiences"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:44</div></div>Like, for example, we&#8217;re using this Raspberry Pi based system. We haven&#8217;t used Raspberry Pi&#8217;s in the past, past all my experiences</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 50 seconds with Arduinos. So I think understanding the Raspberry
Pi itself was going to be like a mini computer
and required its own monitor"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:50</div></div>with Arduinos. So I think understanding the Raspberry Pi itself was going to be like a mini computer and required its own monitor</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="15 minutes, 58 seconds and keyboard, and that kind of stuff
was not something I expected. So we ended up working around that
so I could run it from"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">15:58</div></div>and keyboard, and that kind of stuff was not something I expected. So we ended up working around that so I could run it from</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 5 seconds my own computer
connected to a hotspot on my phone. So that it can be done literally anywhere,
because this was because"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:05</div></div>my own computer connected to a hotspot on my phone. So that it can be done literally anywhere, because this was because</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 11 seconds we had to do early stages before
it gets fully connected to just an app. So like that's one of the challenges that came in the way
our flight controller,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:11</div></div>we had to do early stages before it gets fully connected to just an app. So like that&#8217;s one of the challenges that came in the way our flight controller,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 19 seconds for example, they come in with preloaded
software sometimes. And, you know,
these things are usually designed"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:19</div></div>for example, they come in with preloaded software sometimes. And, you know, these things are usually designed</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 25 seconds for like the first person
view racing drones. And it was definitely hard to see
how big of a how big a propeller,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:25</div></div>for like the first person view racing drones. And it was definitely hard to see how big of a how big a propeller,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 32 seconds what kind of flight navigation hardware,
what kind of, GPS system is required
for an actual observation drone."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:32</div></div>what kind of flight navigation hardware, what kind of, GPS system is required for an actual observation drone.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 39 seconds So we had to take risks like deleting the software already on that,
on that flight controller,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:39</div></div>So we had to take risks like deleting the software already on that, on that flight controller,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 45 seconds like $140 flight controller,
and hoping that I downloaded the, the GPS navigation appropriate software."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:45</div></div>like $140 flight controller, and hoping that I downloaded the, the GPS navigation appropriate software.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="16 minutes, 54 seconds INAV correctly instead. So I think it was just the combination of,
you know, we can very clearly plan"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">16:54</div></div>INAV correctly instead. So I think it was just the combination of, you know, we can very clearly plan</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 1 second this out and go, okay, step A, step B
you know, these are going to be all the steps that we're going to take."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:01</div></div>this out and go, okay, step A, step B you know, these are going to be all the steps that we&#8217;re going to take.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 7 seconds But there are so many little not necessarily detours
but little bumps in the way that I guess"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:07</div></div>But there are so many little not necessarily detours but little bumps in the way that I guess</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 12 seconds you become more familiar with
once you or a small group is responsible for the entirety of a project like that
at this scale."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:12</div></div>you become more familiar with once you or a small group is responsible for the entirety of a project like that at this scale.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 19 seconds So I think that was definitely
the biggest thing to get used to."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:19</div></div>So I think that was definitely the biggest thing to get used to.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Dual Spectrometer System"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Dual Spectrometer System</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 26 seconds So yeah. And you were integrating the STELLA-Q2
and the Helio-STELLA spectrometers into your platform."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:26</div></div>So yeah. And you were integrating the STELLA-Q2 and the Helio-STELLA spectrometers into your platform.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 32 seconds And you also hinted of this, but,
what did you learn from that process and why did you do it?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:32</div></div>And you also hinted of this, but, what did you learn from that process and why did you do it?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 40 seconds So the reason I think we chose those two in particular
was that we we noticed that the GLOBE Observer app
was not just land cover."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:40</div></div>So the reason I think we chose those two in particular was that we we noticed that the GLOBE Observer app was not just land cover.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 48 seconds It also had a cloud cover function too,
even though we ourselves had used it. So by we already planned to have a camera
facing down and a camera facing up,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:48</div></div>It also had a cloud cover function too, even though we ourselves had used it. So by we already planned to have a camera facing down and a camera facing up,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="17 minutes, 57 seconds which that's kind of being worked
on still, with the multiplexer,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">17:57</div></div>which that&#8217;s kind of being worked on still, with the multiplexer,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 2 seconds but so we wanted something that was going
to measure the upward and downward, both because you wanted to have something,
you know, comparing it to."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:02</div></div>but so we wanted something that was going to measure the upward and downward, both because you wanted to have something, you know, comparing it to.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 9 seconds So it's not just one data source. So like for example,
like I have the actual thing here too."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:09</div></div>So it&#8217;s not just one data source. So like for example, like I have the actual thing here too.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 15 seconds We designed it using the same cables
in the STELLA system. I don't know
if the blur will let you see it. So that we have the triad
spectrometer used in the Q2 going down"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:15</div></div>We designed it using the same cables in the STELLA system. I don&#8217;t know if the blur will let you see it. So that we have the triad spectrometer used in the Q2 going down</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 24 seconds and giving us more channels
and more and more information or data like we would need for that
land cover observation."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:24</div></div>and giving us more channels and more and more information or data like we would need for that land cover observation.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 30 seconds While we would have, I believe, 8 or 9 channels something,
something a smaller number of channels"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:30</div></div>While we would have, I believe, 8 or 9 channels something, something a smaller number of channels</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 35 seconds in the Helio-STELLA one
and those two combined. Well, because we were able to do that,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:35</div></div>in the Helio-STELLA one and those two combined. Well, because we were able to do that,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 41 seconds like the daisy
chaining of storage with the quick cables. So I through the STELLA system,
I learned how to even do that,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:41</div></div>like the daisy chaining of storage with the quick cables. So I through the STELLA system, I learned how to even do that,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 48 seconds because if I just looked at
the spectrometer board alone before that, I would be asking myself,
where's the ground?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:48</div></div>because if I just looked at the spectrometer board alone before that, I would be asking myself, where&#8217;s the ground?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="18 minutes, 54 seconds You know,
where's the ground? Where's the power? Just working and very like, simple. Like the normal DuPont wire setup."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">18:54</div></div>You know, where&#8217;s the ground? Where&#8217;s the power? Just working and very like, simple. Like the normal DuPont wire setup.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 1 second So I think, especially that STELLA
the the guides for STELA online"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:01</div></div>So I think, especially that STELLA the the guides for STELA online</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 6 seconds help me see how intuitive the connection,
especially between these two specific ones, would be and how valuable
they'd be for implementation."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:06</div></div>help me see how intuitive the connection, especially between these two specific ones, would be and how valuable they&#8217;d be for implementation.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 13 seconds Yeah,
and it's not just how intuitive the actual hardware is,
but also just the data that it spits out."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:13</div></div>Yeah, and it&#8217;s not just how intuitive the actual hardware is, but also just the data that it spits out.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 21 seconds So like for our initial tests,
like using the spectrometers and photos,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:21</div></div>So like for our initial tests, like using the spectrometers and photos,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 26 seconds we were literally able to create charts of our of our first data collections
by just copy and pasting values"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:26</div></div>we were literally able to create charts of our of our first data collections by just copy and pasting values</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 33 seconds from the output into a Google spreadsheet,
Google, Google Sheets spreadsheet. So it's not so, so STELLA."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:33</div></div>from the output into a Google spreadsheet, Google, Google Sheets spreadsheet. So it&#8217;s not so, so STELLA.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 40 seconds The STELLA devices, you know,
they served our purpose really well of wanting to get, you know,
all of the data about light and air"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:40</div></div>The STELLA devices, you know, they served our purpose really well of wanting to get, you know, all of the data about light and air</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 48 seconds and not just the ground and not just the
sky, but how the lighting, essentially mixes with the irradiance
between those,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:48</div></div>and not just the ground and not just the sky, but how the lighting, essentially mixes with the irradiance between those,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="19 minutes, 56 seconds two sources, interact with each other. But also just how easy it is
to get the data from the STELLA hardware"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">19:56</div></div>two sources, interact with each other. But also just how easy it is to get the data from the STELLA hardware</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 4 seconds to, a format where we can interpret it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:04</div></div>to, a format where we can interpret it.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Uncertainty, Data Processing &amp; AI Classification"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Uncertainty, Data Processing &amp; AI Classification</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 11 seconds so you used basically the Helio-STELLA
to help normalize the data you were getting from
the surface reflectance and all that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:11</div></div>so you used basically the Helio-STELLA to help normalize the data you were getting from the surface reflectance and all that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 16 seconds Okay.
So sort of instantaneous reflectance. So you just bypassed,
the whole irradiance problem itself."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:16</div></div>Okay. So sort of instantaneous reflectance. So you just bypassed, the whole irradiance problem itself.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 24 seconds I'm sure you have quite
a bit of uncertainty with those, because those are not
the most sophisticated sensors ever."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:24</div></div>I&#8217;m sure you have quite a bit of uncertainty with those, because those are not the most sophisticated sensors ever.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 30 seconds Are you taking a look into those,
into the uncertainties as well? So, yeah, there
there was a certain amount"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:30</div></div>Are you taking a look into those, into the uncertainties as well? So, yeah, there there was a certain amount</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 39 seconds of normalization
we had to do, for example, the, the, the,
the wavelengths that each, of light"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:39</div></div>of normalization we had to do, for example, the, the, the, the wavelengths that each, of light</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 47 seconds that each of the two spectrometers
collect are not exactly the same."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:47</div></div>that each of the two spectrometers collect are not exactly the same.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="20 minutes, 53 seconds They're only off by a little bit,
which means in a graph, you know, we can we can, pretty accurately compare them."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">20:53</div></div>They&#8217;re only off by a little bit, which means in a graph, you know, we can we can, pretty accurately compare them.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 1 second But there is that small contingency
you have to deal with. And then, you know, like you said, it's
we're not working with,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:01</div></div>But there is that small contingency you have to deal with. And then, you know, like you said, it&#8217;s we&#8217;re not working with,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 10 seconds you know, massive,
you know, super accurate spectrometers. So it really is the other thing
that we're working on with"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:10</div></div>you know, massive, you know, super accurate spectrometers. So it really is the other thing that we&#8217;re working on with</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 18 seconds the drone is how we can collect
the maximum amount of metadata, how high we are, how fast or moving"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:18</div></div>the drone is how we can collect the maximum amount of metadata, how high we are, how fast or moving</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 25 seconds temperature, time date
and all of those things"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:25</div></div>temperature, time date and all of those things</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 30 seconds combined to kind of account
for anything that might not make sense. And so you get a much better picture
by using the other aspect,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:30</div></div>combined to kind of account for anything that might not make sense. And so you get a much better picture by using the other aspect,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 38 seconds the other pieces of data
that the drone itself collects to get a better picture of what the STELLA
spectrometers are seeing as well."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:38</div></div>the other pieces of data that the drone itself collects to get a better picture of what the STELLA spectrometers are seeing as well.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 47 seconds Yeah. And one of our like, further works
that we've planned out as well is kind of integrating an AI model
into our Sis system."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:47</div></div>Yeah. And one of our like, further works that we&#8217;ve planned out as well is kind of integrating an AI model into our Sis system.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="21 minutes, 55 seconds And what this could do is make use of all of that metadata,
as well as the raw spectral data"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">21:55</div></div>And what this could do is make use of all of that metadata, as well as the raw spectral data</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 1 second that we have to kind of eliminate
as much as possible those uncertainties."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:01</div></div>that we have to kind of eliminate as much as possible those uncertainties.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="The Software Application - Real-Time Insights"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">The Software Application &#8211; Real-Time Insights</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 8 seconds can you tell me what was involved in developing
the AI classification system?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:08</div></div>can you tell me what was involved in developing the AI classification system?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 15 seconds Yeah. So I can go ahead and, 
take a lead on that. So when it comes to the
AI classification,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:15</div></div>Yeah. So I can go ahead and, take a lead on that. So when it comes to the AI classification,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 21 seconds we're kind of talking more
about the software side, right? So, we're going through the route
of making the app."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:21</div></div>we&#8217;re kind of talking more about the software side, right? So, we&#8217;re going through the route of making the app.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 27 seconds So EarthLens, is going to be an app,
that works with the sensors and cameras
to look at land in real time."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:27</div></div>So EarthLens, is going to be an app, that works with the sensors and cameras to look at land in real time.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 33 seconds Basically, it'll take the information
like the vegetation, soil and water, and then it will use AI to give you,
like, the insights right away."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:33</div></div>Basically, it&#8217;ll take the information like the vegetation, soil and water, and then it will use AI to give you, like, the insights right away.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 42 seconds So, when we were using the GLOBE
Observer, we had to, use like these little scales
and we had to kind of like guesstimate."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:42</div></div>So, when we were using the GLOBE Observer, we had to, use like these little scales and we had to kind of like guesstimate.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 49 seconds What percentage of the photo was,
let's say water tree or shadow or grass and whatnot."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:49</div></div>What percentage of the photo was, let&#8217;s say water tree or shadow or grass and whatnot.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="22 minutes, 55 seconds So instead of waiting to process
all that data later, you can see it right when happens."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">22:55</div></div>So instead of waiting to process all that data later, you can see it right when happens.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes Right. So, I really wanted it
to be easy to use, so you don't have to, like, be a scientist or an engineer
to understand what's going on."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:00</div></div>Right. So, I really wanted it to be easy to use, so you don&#8217;t have to, like, be a scientist or an engineer to understand what&#8217;s going on.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 8 seconds Of course, that's
kind of the main point of citizen science. Yeah. So it's meant to work in different
places, too, whenever it's,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:08</div></div>Of course, that&#8217;s kind of the main point of citizen science. Yeah. So it&#8217;s meant to work in different places, too, whenever it&#8217;s,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 15 seconds farmland or wetlands or even urban areas so that the app can adapt, 
to different environments."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:15</div></div>farmland or wetlands or even urban areas so that the app can adapt, to different environments.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 21 seconds The coolest part is seeing the data,
like, actually turn into something useful, right? So I've learned a lot
about how the softwares and the sensors"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:21</div></div>The coolest part is seeing the data, like, actually turn into something useful, right? So I&#8217;ve learned a lot about how the softwares and the sensors</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 28 seconds and the AI can work together. Of course, it's still in the development. Preliminary stages, right. Because it's not super easy to do that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:28</div></div>and the AI can work together. Of course, it&#8217;s still in the development. Preliminary stages, right. Because it&#8217;s not super easy to do that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 35 seconds But, also figuring out, what's realistic for a tool like this
and what it can actually do."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:35</div></div>But, also figuring out, what&#8217;s realistic for a tool like this and what it can actually do.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 42 seconds And what's better to simplify it, right. So it's been a fun challenge
to make something that's powerful, but, 
also very useful for citizen science."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:42</div></div>And what&#8217;s better to simplify it, right. So it&#8217;s been a fun challenge to make something that&#8217;s powerful, but, also very useful for citizen science.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 50 seconds Yeah. And, you know, developing an AI tool is, you know, it's more doable than ever,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:50</div></div>Yeah. And, you know, developing an AI tool is, you know, it&#8217;s more doable than ever,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="23 minutes, 58 seconds but it really is, kind of a space that AI hasn't,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">23:58</div></div>but it really is, kind of a space that AI hasn&#8217;t,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 5 seconds fully impacted,
I think, in the way that it could. And so, you know,
all all of the challenges that come along"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:05</div></div>fully impacted, I think, in the way that it could. And so, you know, all all of the challenges that come along</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 11 seconds with training a model, 
validating data to train it on, is is, you know, one of the
probably one of the biggest challenges,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:11</div></div>with training a model, validating data to train it on, is is, you know, one of the probably one of the biggest challenges,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 21 seconds one that having to face, 
throughout the course of this project. But we think it's very much worth it
for the end goal."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:21</div></div>one that having to face, throughout the course of this project. But we think it&#8217;s very much worth it for the end goal.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 28 seconds So that's one of the things that we're
excited to work on in the future. Yeah. And while we're on the topic
of both challenges and AI, I think"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:28</div></div>So that&#8217;s one of the things that we&#8217;re excited to work on in the future. Yeah. And while we&#8217;re on the topic of both challenges and AI, I think</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 37 seconds which is really important to note
that one of our main goals was to also keep the whole thing
really affordable."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:37</div></div>which is really important to note that one of our main goals was to also keep the whole thing really affordable.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 43 seconds And that means making sure
that all the computational power that it would take
is kept to as little as possible."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:43</div></div>And that means making sure that all the computational power that it would take is kept to as little as possible.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 51 seconds So we have to sort of balance
how heavy of an AI model we can use
without having to make sure that,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:51</div></div>So we have to sort of balance how heavy of an AI model we can use without having to make sure that,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="24 minutes, 57 seconds oh, there has to be like a big fat
computer onboard the drone or something."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">24:57</div></div>oh, there has to be like a big fat computer onboard the drone or something.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="NASA Mission Data Comparisons"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">NASA Mission Data Comparisons</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 4 seconds what particular say NASA missions
would you be comparing the data to? If you're or are
you comparing the data to, if any?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:04</div></div>what particular say NASA missions would you be comparing the data to? If you&#8217;re or are you comparing the data to, if any?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 14 seconds I believe right now, in our adopt
a pixel, in the adopt a pixel methodology"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:14</div></div>I believe right now, in our adopt a pixel, in the adopt a pixel methodology</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 20 seconds like chart that we've been using so far
in this internship. I think we compare Landsat
and Sentinel data"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:20</div></div>like chart that we&#8217;ve been using so far in this internship. I think we compare Landsat and Sentinel data</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 26 seconds specifically to,
what we've observed in GLOBE. And I remember in our poster,
we proposed adding an additional column"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:26</div></div>specifically to, what we&#8217;ve observed in GLOBE. And I remember in our poster, we proposed adding an additional column</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 33 seconds with the, with the photos from down,
another one for the up photo, and then like a bunch
for those graphs individually."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:33</div></div>with the, with the photos from down, another one for the up photo, and then like a bunch for those graphs individually.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 41 seconds So it could be seen as like an expansion
to the currently existing, like comparisons that are being done
to Landsat and Sentinel data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:41</div></div>So it could be seen as like an expansion to the currently existing, like comparisons that are being done to Landsat and Sentinel data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 48 seconds So, so far I was going to say I completely agree
that we we had a few conversations"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:48</div></div>So, so far I was going to say I completely agree that we we had a few conversations</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="25 minutes, 54 seconds with people at the AGU conference
that brought up, similar topics about,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">25:54</div></div>with people at the AGU conference that brought up, similar topics about,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes kind of thinking about
how EarthLens itself could expand to slightly
more than just land cover, observations."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:00</div></div>kind of thinking about how EarthLens itself could expand to slightly more than just land cover, observations.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 9 seconds And I think that integrates nicely,
comparing a lot of different,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:09</div></div>And I think that integrates nicely, comparing a lot of different,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 15 seconds sources of satellite data. And also it sounds like STELLA has a few,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:15</div></div>sources of satellite data. And also it sounds like STELLA has a few,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 20 seconds a few more really cool tools
that we could work with."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:20</div></div>a few more really cool tools that we could work with.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Division of Labor &amp; Team Roles"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Division of Labor &amp; Team Roles</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 27 seconds can you tell me directly,
how did you divide responsibilities among your team members,
and what was your specific contribution?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:27</div></div>can you tell me directly, how did you divide responsibilities among your team members, and what was your specific contribution?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 33 seconds So you can go, one at a time,
if you don't mind. And, Sam, sincerity like on screen. Or at least you're in my widest view here."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:33</div></div>So you can go, one at a time, if you don&#8217;t mind. And, Sam, sincerity like on screen. Or at least you&#8217;re in my widest view here.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 39 seconds I can go ahead and start with yourself,
if you don't mind. Yeah. So, before CES, before this project,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:39</div></div>I can go ahead and start with yourself, if you don&#8217;t mind. Yeah. So, before CES, before this project,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 47 seconds I, really can't say I've had that. I had that much technical experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:47</div></div>I, really can&#8217;t say I&#8217;ve had that. I had that much technical experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="26 minutes, 52 seconds Experience? I've learned a lot
throughout this project. I do have,
some pretty significant experience"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">26:52</div></div>Experience? I&#8217;ve learned a lot throughout this project. I do have, some pretty significant experience</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes working with the Smithsonian
and the communication of science."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:00</div></div>working with the Smithsonian and the communication of science.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 5 seconds And so, a lot of what I contributed to this
on, on this project was,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:05</div></div>And so, a lot of what I contributed to this on, on this project was,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 11 seconds kind of a how to, talk about how we are kind"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:11</div></div>kind of a how to, talk about how we are kind</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 18 seconds of converting from GLOBE to what we think
could be a better system. And then also"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:18</div></div>of converting from GLOBE to what we think could be a better system. And then also</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 25 seconds kind of trying to optimize
for citizen science is sometimes, you know, when you have these grand ideas
for projects, it's easy to let them,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:25</div></div>kind of trying to optimize for citizen science is sometimes, you know, when you have these grand ideas for projects, it&#8217;s easy to let them,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 34 seconds slip away from you or become much bigger
or more expensive than you really have the capacity for,
than what's even intended."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:34</div></div>slip away from you or become much bigger or more expensive than you really have the capacity for, than what&#8217;s even intended.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 42 seconds And so I have found a lot of joy and, helping to kind of"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:42</div></div>And so I have found a lot of joy and, helping to kind of</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 49 seconds stay on track towards
a citizen science goal. I think in terms of division of labor,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:49</div></div>stay on track towards a citizen science goal. I think in terms of division of labor,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="27 minutes, 56 seconds like we were talking about earlier, I definitely had, limited
technical experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">27:56</div></div>like we were talking about earlier, I definitely had, limited technical experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 3 seconds Nandini has had, a good amount, but none of us have had an exorbitant
amount of technical experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:03</div></div>Nandini has had, a good amount, but none of us have had an exorbitant amount of technical experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 10 seconds And so we kind of just fell
where our interest lied. And, you know, we're,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:10</div></div>And so we kind of just fell where our interest lied. And, you know, we&#8217;re,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 16 seconds you know,
it's a small team, so everybody gets a bit of a little bit of everything
anyway, but,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:16</div></div>you know, it&#8217;s a small team, so everybody gets a bit of a little bit of everything anyway, but,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 23 seconds you know, we
we all have our unique passions and I've worked hard to integrate those
into the project overall."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:23</div></div>you know, we we all have our unique passions and I&#8217;ve worked hard to integrate those into the project overall.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 31 seconds Fantastic. Neeve. Yeah. So, as Sam mentioned, like, I was kind of,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:31</div></div>Fantastic. Neeve. Yeah. So, as Sam mentioned, like, I was kind of,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 36 seconds going into that little bit of everything
type of flavor. So I personally have experience with both"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:36</div></div>going into that little bit of everything type of flavor. So I personally have experience with both</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 42 seconds the hardware and mechanical engineering
as well as software and specifically and how like both of them
can be integrated."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:42</div></div>the hardware and mechanical engineering as well as software and specifically and how like both of them can be integrated.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 49 seconds So I helped sort of design and plan
how and what the drone could do,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:49</div></div>So I helped sort of design and plan how and what the drone could do,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 54 seconds as well as how we would integrate that
with some specific systems"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:54</div></div>as well as how we would integrate that with some specific systems</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="28 minutes, 59 seconds that our AI and software models could use
to make sure that the entire system"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">28:59</div></div>that our AI and software models could use to make sure that the entire system</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 5 seconds solves the problems that we want to,
while making sure that everything's reliable and affordable."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:05</div></div>solves the problems that we want to, while making sure that everything&#8217;s reliable and affordable.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 11 seconds Fantastic. Nandini Yeah. So,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:11</div></div>Fantastic. Nandini Yeah. So,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 16 seconds I definitely agree with Sam,
and you've talked about how we kind of did go where our interests, 
lay in the very beginning."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:16</div></div>I definitely agree with Sam, and you&#8217;ve talked about how we kind of did go where our interests, lay in the very beginning.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 22 seconds We started our working
group is actually about ten person group. And, 
the very first thing that I had to do"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:22</div></div>We started our working group is actually about ten person group. And, the very first thing that I had to do</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 29 seconds so that we could get some progress
in deciding what projects we would do was, you know, introduce ourselves and introduce what we like
to do in a technical standpoint."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:29</div></div>so that we could get some progress in deciding what projects we would do was, you know, introduce ourselves and introduce what we like to do in a technical standpoint.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 37 seconds So we had a little Google document
with a list of all that and all the ideas. And that's kind of how we split
which people went to do our friends,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:37</div></div>So we had a little Google document with a list of all that and all the ideas. And that&#8217;s kind of how we split which people went to do our friends,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 45 seconds which people went to do a different
AI based project and that kind of stuff. I would say in terms of vision
and division of labor,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:45</div></div>which people went to do a different AI based project and that kind of stuff. I would say in terms of vision and division of labor,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="29 minutes, 53 seconds I always liked the hands on building
component the most. I, I mean, I was I'm grateful
my parents have allowed me"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">29:53</div></div>I always liked the hands on building component the most. I, I mean, I was I&#8217;m grateful my parents have allowed me</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 1 second to take over my half my basement
and, build, I guess whatever I need."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:01</div></div>to take over my half my basement and, build, I guess whatever I need.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 6 seconds I used to do a lot more art down there,
but I end up switching it into more of a little basement lab setup. So,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:06</div></div>I used to do a lot more art down there, but I end up switching it into more of a little basement lab setup. So,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 14 seconds and, you know,
I want to go into mechanical engineering. The physical hands on stuff
is, what, my favorite part of it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:14</div></div>and, you know, I want to go into mechanical engineering. The physical hands on stuff is, what, my favorite part of it.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 19 seconds So that's why I decided to build the drone
itself. And, also, like,
I have familiarity with being up at"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:19</div></div>So that&#8217;s why I decided to build the drone itself. And, also, like, I have familiarity with being up at</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 28 seconds like 2 or 3 in the morning and saying,
guys, this thing's finally work. So I'm sure Sam, Jordan and Neev
remember the, every so often, like a 1"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:28</div></div>like 2 or 3 in the morning and saying, guys, this thing&#8217;s finally work. So I&#8217;m sure Sam, Jordan and Neev remember the, every so often, like a 1</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 36 seconds or 2 minute video of like, demonstrating
something, working in that kind of stuff. So I mean, I feel like it, I felt
what would be the highlights of my day,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:36</div></div>or 2 minute video of like, demonstrating something, working in that kind of stuff. So I mean, I feel like it, I felt what would be the highlights of my day,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 47 seconds I’m very happy to hear that it's it's so. Yeah. Fantastic."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:47</div></div>I’m very happy to hear that it&#8217;s it&#8217;s so. Yeah. Fantastic.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="30 minutes, 53 seconds And then Jordan. Yeah. So, so before EarthLens. Right. 
And I also have to say Nandini. Yes."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">30:53</div></div>And then Jordan. Yeah. So, so before EarthLens. Right. And I also have to say Nandini. Yes.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes I did love watching those videos. But, before working on EarthLens,
you know, I also didn't have much"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:00</div></div>I did love watching those videos. But, before working on EarthLens, you know, I also didn&#8217;t have much</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 6 seconds hands on experience
with a project at this caliber. So I know I had done some programing and,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:06</div></div>hands on experience with a project at this caliber. So I know I had done some programing and,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 13 seconds but of course, again, it wasnever at the extent that we did it
with this project with EarthLens."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:13</div></div>but of course, again, it wasnever at the extent that we did it with this project with EarthLens.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 18 seconds Right. So, specifically my role in EarthLens
was really focused on the application itself."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:18</div></div>Right. So, specifically my role in EarthLens was really focused on the application itself.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 24 seconds So, I worked in designing how
the app processes data from the sensors in the cameras and, you know,
turns it into real time insights."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:24</div></div>So, I worked in designing how the app processes data from the sensors in the cameras and, you know, turns it into real time insights.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 32 seconds About land cover, of course,
going back to things like vegetation and, soil and water, 
we also tested a lot of troubleshooting"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:32</div></div>About land cover, of course, going back to things like vegetation and, soil and water, we also tested a lot of troubleshooting</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 40 seconds to make sure the system was reliable
and, accurate. So, yeah, I have to say,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:40</div></div>to make sure the system was reliable and, accurate. So, yeah, I have to say,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 46 seconds I think the thing we're most proud of
was how we all grew in the process. So, from almost no experience
to a project"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:46</div></div>I think the thing we&#8217;re most proud of was how we all grew in the process. So, from almost no experience to a project</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="31 minutes, 54 seconds that caught a lot of attention
at that, conference. Right. And it taught us, you know, how to build"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">31:54</div></div>that caught a lot of attention at that, conference. Right. And it taught us, you know, how to build</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 2 seconds from nothing to making such,
we took a big stride, I have to say."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:02</div></div>from nothing to making such, we took a big stride, I have to say.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Building on a Mature Program"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Building on a Mature Program</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 12 seconds What do
you think GLOBE added to the project? I'd honestly say without GLOBE there is no project
because that's what really gave us"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:12</div></div>What do you think GLOBE added to the project? I&#8217;d honestly say without GLOBE there is no project because that&#8217;s what really gave us</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 21 seconds the foundation of what already exists
and what we want to improve upon. And from that introductory sense,
I think GLOBE is phenomenal."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:21</div></div>the foundation of what already exists and what we want to improve upon. And from that introductory sense, I think GLOBE is phenomenal.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 28 seconds And what it does, it's
a very accessible technology, and what it means to do
is to get that scientists,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:28</div></div>And what it does, it&#8217;s a very accessible technology, and what it means to do is to get that scientists,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 37 seconds if like they get citizen scientists
activated and mobilized in a way to give our actual professional scientists
the data that they need."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:37</div></div>if like they get citizen scientists activated and mobilized in a way to give our actual professional scientists the data that they need.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 46 seconds And what we just saw was the opportunity
to make that whole system better
and more optimized."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:46</div></div>And what we just saw was the opportunity to make that whole system better and more optimized.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="32 minutes, 53 seconds And that is in no way is they saying that GLOBE is not doing
what it was meant to do."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">32:53</div></div>And that is in no way is they saying that GLOBE is not doing what it was meant to do.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes Yeah. And I also have to say, you know, science
is in science without problems, right? So of course, using the GLOBE,
it was a really strong introduction"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:00</div></div>Yeah. And I also have to say, you know, science is in science without problems, right? So of course, using the GLOBE, it was a really strong introduction</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 10 seconds to remote sensing. I personally had no idea
what remote sensing was."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:10</div></div>to remote sensing. I personally had no idea what remote sensing was.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 16 seconds And then we,
of course, we got into the SEES program. We got accepted into the Earth systems
explorers."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:16</div></div>And then we, of course, we got into the SEES program. We got accepted into the Earth systems explorers.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 22 seconds And they taught us about,
you know, the GLOBE app. And working working with the GLOBE app
taught us, you know, to collect
consistent and accurate data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:22</div></div>And they taught us about, you know, the GLOBE app. And working working with the GLOBE app taught us, you know, to collect consistent and accurate data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 29 seconds And of course, 
speaking from my experience, doing all that data aggregation and all that,
it took close to eight hours in total."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:29</div></div>And of course, speaking from my experience, doing all that data aggregation and all that, it took close to eight hours in total.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 38 seconds And then I took all my photos
and I was praying that they all, you
know, saved to the database."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:38</div></div>And then I took all my photos and I was praying that they all, you know, saved to the database.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 44 seconds It was 216 photos I took. I lost 202 with the GLOBE Observer app."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:44</div></div>It was 216 photos I took. I lost 202 with the GLOBE Observer app.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 50 seconds But of course, it again,
it is phenomenal at what it does. But it was just
a little bit of a misstep."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:50</div></div>But of course, it again, it is phenomenal at what it does. But it was just a little bit of a misstep.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="33 minutes, 59 seconds Gotcha. Yeah, yeah. And it it showed, you know, it
got your hands dirty."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">33:59</div></div>Gotcha. Yeah, yeah. And it it showed, you know, it got your hands dirty.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 4 seconds You had to go out and do the field work
and you had to do the ground truthing. And it was a, it was a"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:04</div></div>You had to go out and do the field work and you had to do the ground truthing. And it was a, it was a</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 12 seconds messy process of how to, you know, compare
what you're seeing versus what sensors orbiting
the Earth are telling you."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:12</div></div>messy process of how to, you know, compare what you&#8217;re seeing versus what sensors orbiting the Earth are telling you.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 19 seconds And it's great. You know, highlighting that friction."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:19</div></div>And it&#8217;s great. You know, highlighting that friction.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 26 seconds We just think, you know, there the there's a system that could improve
upon what GLOBE has already been able"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:26</div></div>We just think, you know, there the there&#8217;s a system that could improve upon what GLOBE has already been able</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 34 seconds to do for citizen scientists
that we can pursue."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:34</div></div>to do for citizen scientists that we can pursue.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Skills Development &amp; Teamwork"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Skills Development &amp; Teamwork</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 40 seconds are there any other skills
that you would like to mention that you developed through the project
that you haven't already mentioned?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:40</div></div>are there any other skills that you would like to mention that you developed through the project that you haven&#8217;t already mentioned?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 48 seconds I'd say personally, for me,
one of the main soft skills that we were able to build
was definitely like working with a team."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:48</div></div>I&#8217;d say personally, for me, one of the main soft skills that we were able to build was definitely like working with a team.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="34 minutes, 55 seconds I think this was a big emphasis
that our mentors at the SEES internship had given us,
and they given us resources"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">34:55</div></div>I think this was a big emphasis that our mentors at the SEES internship had given us, and they given us resources</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 2 seconds like their one team building module
and how to do research in teams. And I feel like"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:02</div></div>like their one team building module and how to do research in teams. And I feel like</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 8 seconds it was definitely really important for us
being spread out all across the country. But the fact that we were still able to be
so productive and have that sort of bond"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:08</div></div>it was definitely really important for us being spread out all across the country. But the fact that we were still able to be so productive and have that sort of bond</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 16 seconds in that connection between us to make sure
that we were all on the same page. You know, those videos that I was sending,
like, that's the type of stuff"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:16</div></div>in that connection between us to make sure that we were all on the same page. You know, those videos that I was sending, like, that&#8217;s the type of stuff</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 24 seconds that makes us all know what's going on
and be, like, happy with what's going on and make sure
that we're all communicating perfectly."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:24</div></div>that makes us all know what&#8217;s going on and be, like, happy with what&#8217;s going on and make sure that we&#8217;re all communicating perfectly.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 32 seconds Yeah. And I'd say also the skills to take
what's happening internally"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:32</div></div>Yeah. And I&#8217;d say also the skills to take what&#8217;s happening internally</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 38 seconds in our team and be able to communicate
that externally. So from, you know,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:38</div></div>in our team and be able to communicate that externally. So from, you know,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 45 seconds Nandini building the drone and Jordan
building the app. And so collaborating on,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:45</div></div>Nandini building the drone and Jordan building the app. And so collaborating on,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 51 seconds you know, how to quantify,
results from the, the research we did with GLOBE and comparing
what the drone gives us."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:51</div></div>you know, how to quantify, results from the, the research we did with GLOBE and comparing what the drone gives us.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="35 minutes, 59 seconds Like that's all the technical stuff
that that goes on inside. And then being able to"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">35:59</div></div>Like that&#8217;s all the technical stuff that that goes on inside. And then being able to</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 6 seconds put that all down on a poster
in an abstract or in a paper and put that out into the world for people
to get an idea of what we're working on"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:06</div></div>put that all down on a poster in an abstract or in a paper and put that out into the world for people to get an idea of what we&#8217;re working on</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 14 seconds is it's it's a lot of abstraction. And that is a skill that we've
definitely developed through this project."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:14</div></div>is it&#8217;s it&#8217;s a lot of abstraction. And that is a skill that we&#8217;ve definitely developed through this project.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Agricultural Applications"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Agricultural Applications</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 27 seconds how do you see EarthLens being used, say, for agricultural monitoring
or environmental research?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:27</div></div>how do you see EarthLens being used, say, for agricultural monitoring or environmental research?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 33 seconds How would you like to see it use as well? I mean, I would say the way
I envision EarthLens,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:33</div></div>How would you like to see it use as well? I mean, I would say the way I envision EarthLens,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 39 seconds especially in these earlier stages right
now, is, we plan to put together, I've started drafting this, a guide
similar to the inspired by the STELLA"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:39</div></div>especially in these earlier stages right now, is, we plan to put together, I&#8217;ve started drafting this, a guide similar to the inspired by the STELLA</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 48 seconds Guide of components of how to build each, one of these drone systems
and all that kind of stuff."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:48</div></div>Guide of components of how to build each, one of these drone systems and all that kind of stuff.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="36 minutes, 54 seconds I mean, now, since each year
we've started communicating more with researchers across the country
who have expressed interest in it,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">36:54</div></div>I mean, now, since each year we&#8217;ve started communicating more with researchers across the country who have expressed interest in it,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes and we hope by getting it into a larger
audience like that, continuing that integration with STELLA,
we could have it be something"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:00</div></div>and we hope by getting it into a larger audience like that, continuing that integration with STELLA, we could have it be something</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 7 seconds that a hobbyist or classroom,
or that kind of stuff. People could actually start building these
and using them in their own"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:07</div></div>that a hobbyist or classroom, or that kind of stuff. People could actually start building these and using them in their own</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 14 seconds communities, kind of like, 
kind of like how we use GLOBE. But I think the benefit of it
being a drone is that as we adapt it,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:14</div></div>communities, kind of like, kind of like how we use GLOBE. But I think the benefit of it being a drone is that as we adapt it,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 21 seconds to be able to fly higher
and have a bigger field of view, it'll be useful for maybe
if there needs to be a weekly observation"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:21</div></div>to be able to fly higher and have a bigger field of view, it&#8217;ll be useful for maybe if there needs to be a weekly observation</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 29 seconds of certain fields or agricultural areas,
like you were saying with the coasts earlier
and that kind of stuff."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:29</div></div>of certain fields or agricultural areas, like you were saying with the coasts earlier and that kind of stuff.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 34 seconds I think it could be useful. Starting from this research perspective
and continuing"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:34</div></div>I think it could be useful. Starting from this research perspective and continuing</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 41 seconds from seeing like environmental stability
and things like that. So, yeah, yeah, just"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:41</div></div>from seeing like environmental stability and things like that. So, yeah, yeah, just</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 48 seconds just to add to that, you know, you hit on the agricultural piece a bit, but the the sheer advances in technology
that have,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:48</div></div>just to add to that, you know, you hit on the agricultural piece a bit, but the the sheer advances in technology that have,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="37 minutes, 59 seconds occurred in agriculture over
the last few decades are amazing. And it's what allows us to feed,
you know, the,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">37:59</div></div>occurred in agriculture over the last few decades are amazing. And it&#8217;s what allows us to feed, you know, the,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 7 seconds the modern population of the Earth
and a growing population of the Earth."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:07</div></div>the modern population of the Earth and a growing population of the Earth.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 13 seconds That's really important. And technology is one of the main ways
we're going to be able to continue to do that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:13</div></div>That&#8217;s really important. And technology is one of the main ways we&#8217;re going to be able to continue to do that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 18 seconds The way I envision EarthLens
kind of being able to do that is right now you have, you know,
you can survey your land to to an extent"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:18</div></div>The way I envision EarthLens kind of being able to do that is right now you have, you know, you can survey your land to to an extent</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 26 seconds and you can use the satellite data
that's made available to farmers to, you know, inform"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:26</div></div>and you can use the satellite data that&#8217;s made available to farmers to, you know, inform</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 34 seconds the parts of land that tractors
go over to fertilize or the different seeds that are planted
on different portions of land."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:34</div></div>the parts of land that tractors go over to fertilize or the different seeds that are planted on different portions of land.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 41 seconds And those are all based on satellite data
as it is now. And, you know, in the research
we did in the seed"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:41</div></div>And those are all based on satellite data as it is now. And, you know, in the research we did in the seed</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 49 seconds program, comparing ground data
to satellite derived data, we saw that there are inaccuracies
in that seasonal inaccuracies,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:49</div></div>program, comparing ground data to satellite derived data, we saw that there are inaccuracies in that seasonal inaccuracies,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="38 minutes, 57 seconds spatial inaccuracy,
inaccuracies, temporal inaccuracies. And if you have if you have
something like EarthLens that's small,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">38:57</div></div>spatial inaccuracy, inaccuracies, temporal inaccuracies. And if you have if you have something like EarthLens that&#8217;s small,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 5 seconds that's modular, that's easily deployable,
that's personalized and easy to use. But that still turns out quality data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:05</div></div>that&#8217;s modular, that&#8217;s easily deployable, that&#8217;s personalized and easy to use. But that still turns out quality data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 14 seconds More immediately,
you can, you know, imagine a farmer launching a few EarthLens drones
and having them fly over their field"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:14</div></div>More immediately, you can, you know, imagine a farmer launching a few EarthLens drones and having them fly over their field</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 21 seconds like Nandini said once or twice
a week and get maybe even a more detailed image of their land than they would for
modern satellite, data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:21</div></div>like Nandini said once or twice a week and get maybe even a more detailed image of their land than they would for modern satellite, data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 29 seconds And so there's a
I really like this question about how to use EarthLens
or similar technologies in agriculture."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:29</div></div>And so there&#8217;s a I really like this question about how to use EarthLens or similar technologies in agriculture.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 36 seconds building off of that, have you, 
played around with any vegetation indices since you've been, doing, 
or at least thinking about,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:36</div></div>building off of that, have you, played around with any vegetation indices since you&#8217;ve been, doing, or at least thinking about,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 43 seconds like, plants
and agriculture and land use and all that? We're not fully there yet."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:43</div></div>like, plants and agriculture and land use and all that? We&#8217;re not fully there yet.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 48 seconds Right now for this
first iteration. Right now. I mean, right now we're working on
more mechanical challenges. Like, for example,
a big thing is that the light bulb battery"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:48</div></div>Right now for this first iteration. Right now. I mean, right now we&#8217;re working on more mechanical challenges. Like, for example, a big thing is that the light bulb battery</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="39 minutes, 56 seconds for example, to power
this is pretty heavy. It's pretty heavy. And it's time. And, right
now, our maximum estimated flight time,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">39:56</div></div>for example, to power this is pretty heavy. It&#8217;s pretty heavy. And it&#8217;s time. And, right now, our maximum estimated flight time,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 5 seconds I've been working towards is probably
about 20 to 30 minutes a piece right now. Now, we ought to work towards
extending that or making"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:05</div></div>I&#8217;ve been working towards is probably about 20 to 30 minutes a piece right now. Now, we ought to work towards extending that or making</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 12 seconds that battery system more interchangeable. And then in that next level
we would integrate, though still, like the air quality systems
and things like that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:12</div></div>that battery system more interchangeable. And then in that next level we would integrate, though still, like the air quality systems and things like that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 19 seconds Thankfully, our flight controller
gives us things like accelerometer and, you know, other specific motion
and gyroscopic related data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:19</div></div>Thankfully, our flight controller gives us things like accelerometer and, you know, other specific motion and gyroscopic related data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 27 seconds But I think as we keep adding on different
layers, we're going to start, you know, maybe seeing if we can train it
like, as Jordan,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:27</div></div>But I think as we keep adding on different layers, we&#8217;re going to start, you know, maybe seeing if we can train it like, as Jordan,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 34 seconds you were saying earlier in the
AI standpoint towards data sets with healthier or non
healthier vegetation,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:34</div></div>you were saying earlier in the AI standpoint towards data sets with healthier or non healthier vegetation,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 39 seconds knowing what to flag in an
image and that kind of stuff. Yeah. And I have to say, I also
I really like the question"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:39</div></div>knowing what to flag in an image and that kind of stuff. Yeah. And I have to say, I also I really like the question</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 46 seconds when you touch based on the,
agricultural side. So I am from the Rio Grande Valley
and, Texas, and it's a region"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:46</div></div>when you touch based on the, agricultural side. So I am from the Rio Grande Valley and, Texas, and it&#8217;s a region</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 54 seconds where agriculture plays
a very important role, of course, not just to the economy,
but to the community as a whole."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:54</div></div>where agriculture plays a very important role, of course, not just to the economy, but to the community as a whole.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="40 minutes, 59 seconds So I've seen firsthand how much farmers
rely on knowledge of the land, you know, the weather, the crop cycle to make,
these decisions every day."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">40:59</div></div>So I&#8217;ve seen firsthand how much farmers rely on knowledge of the land, you know, the weather, the crop cycle to make, these decisions every day.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 8 seconds And that's, of course, where we see EarthLens making that difference,
because it can collect data from sensors"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:08</div></div>And that&#8217;s, of course, where we see EarthLens making that difference, because it can collect data from sensors</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 13 seconds and, you know, cameras and processes,
as, Sam had explained. So you know, coming from the region
so connected to agriculture,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:13</div></div>and, you know, cameras and processes, as, Sam had explained. So you know, coming from the region so connected to agriculture,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 20 seconds EarthLens has been exciting, of course,
because it can, really improve this, agri agriculture
that we have here in the Valley."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:20</div></div>EarthLens has been exciting, of course, because it can, really improve this, agri agriculture that we have here in the Valley.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Comparing with NASA Satellite Data"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Comparing with NASA Satellite Data</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 31 seconds Are you inspired by any of the, different,
NASA missions and Earth science that you've,
you know, sort of, probed at?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:31</div></div>Are you inspired by any of the, different, NASA missions and Earth science that you&#8217;ve, you know, sort of, probed at?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 39 seconds And then which ones
have you really taken a look at? Is it just Landsat
or are there others out there as well?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:39</div></div>And then which ones have you really taken a look at? Is it just Landsat or are there others out there as well?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 47 seconds And if you are doing Landsat,
you know what? What might have inspired you
with Landsat as well. So go ahead."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:47</div></div>And if you are doing Landsat, you know what? What might have inspired you with Landsat as well. So go ahead.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="41 minutes, 53 seconds Yeah. So we've we've worked
with quite a few different earth science projects,
I think from the original data sets"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">41:53</div></div>Yeah. So we&#8217;ve we&#8217;ve worked with quite a few different earth science projects, I think from the original data sets</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 2 seconds we were comparing our ground truth data
to, we were pulling from Landsat. We were pulling from,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:02</div></div>we were comparing our ground truth data to, we were pulling from Landsat. We were pulling from,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 9 seconds a few different data sets,
with Dynamic World and, yes, array and world cover and,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:09</div></div>a few different data sets, with Dynamic World and, yes, array and world cover and,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 17 seconds a few different tree canopy data sets."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:17</div></div>a few different tree canopy data sets.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 23 seconds And then we also, you know, again, worked with Landsat time series data,
which was cool to interact with."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:23</div></div>And then we also, you know, again, worked with Landsat time series data, which was cool to interact with.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 28 seconds I for me personally,
I wouldn't say there's one specific, Earth science project,
that I've been,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:28</div></div>I for me personally, I wouldn&#8217;t say there&#8217;s one specific, Earth science project, that I&#8217;ve been,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 37 seconds you know, singularly inspired,
but inspired by the we did hear from one of the main engineers
who's working on the NISAR mission,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:37</div></div>you know, singularly inspired, but inspired by the we did hear from one of the main engineers who&#8217;s working on the NISAR mission,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 43 seconds which is a very newly launched telescope
that uses some really cool technologies to get information
you never seen before."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:43</div></div>which is a very newly launched telescope that uses some really cool technologies to get information you never seen before.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 51 seconds But I think in, in
when you take them all together and you get, you know,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:51</div></div>But I think in, in when you take them all together and you get, you know,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="42 minutes, 59 seconds a more complete image of Earth systems
and science on Earth, that's kind of the part
that truly, has inspired me."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">42:59</div></div>a more complete image of Earth systems and science on Earth, that&#8217;s kind of the part that truly, has inspired me.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 8 seconds You know, the goal of NASA to continue that kind of research,
I personally feel is, is very valuable."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:08</div></div>You know, the goal of NASA to continue that kind of research, I personally feel is, is very valuable.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 16 seconds And so that's kind of
what's inspired me throughout all of this. for it. Now the only thing right now
least existing, the only thing we're"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:16</div></div>And so that&#8217;s kind of what&#8217;s inspired me throughout all of this. for it. Now the only thing right now least existing, the only thing we&#8217;re</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 24 seconds comparing our global observer data to
is that kind of Landsat and Sentinel data. And as things continue to change, I mean,
having satellites that are is in the hand"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:24</div></div>comparing our global observer data to is that kind of Landsat and Sentinel data. And as things continue to change, I mean, having satellites that are is in the hand</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 34 seconds of, labs on their own or hobbyists
and that kind of stuff. Still being able to contribute some
to some sort of shared thing,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:34</div></div>of, labs on their own or hobbyists and that kind of stuff. Still being able to contribute some to some sort of shared thing,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 41 seconds maybe like an ArcGIS layer
or something like that gives us, you know,
another thing to verify against."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:41</div></div>maybe like an ArcGIS layer or something like that gives us, you know, another thing to verify against.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 47 seconds And I think that's, definitely
a motivating factor to keep using that"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:47</div></div>And I think that&#8217;s, definitely a motivating factor to keep using that</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 52 seconds in conjunction with the satellites
while we, you know, while we can and, allowing that to be a technology
that continues to evolve"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:52</div></div>in conjunction with the satellites while we, you know, while we can and, allowing that to be a technology that continues to evolve</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="43 minutes, 59 seconds alongside it. what would you like to develop further
if you could continue this project?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">43:59</div></div>alongside it. what would you like to develop further if you could continue this project?</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Future Developments"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Future Developments</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 9 seconds And do you have plans to. Yeah. So I'd say, on top of, like, that whole
AI and automatic classification goals"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:09</div></div>And do you have plans to. Yeah. So I&#8217;d say, on top of, like, that whole AI and automatic classification goals</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 19 seconds that we have where we wouldn't have to
manually classify each pixel of the data that our drone takes, the
AI would take care of that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:19</div></div>that we have where we wouldn&#8217;t have to manually classify each pixel of the data that our drone takes, the AI would take care of that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 27 seconds On top of that,
we also have an idea of perhaps adding intelligence to the flight
patterns of the drone So in a way,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:27</div></div>On top of that, we also have an idea of perhaps adding intelligence to the flight patterns of the drone So in a way,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 35 seconds making it an automated flight,
which would make the entire, system a lot more efficient
and make it easier for people like average"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:35</div></div>making it an automated flight, which would make the entire, system a lot more efficient and make it easier for people like average</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 44 seconds Joe's to be able to use the entire system. And I'd say as as EarthLens
as a whole, like, scales up,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:44</div></div>Joe&#8217;s to be able to use the entire system. And I&#8217;d say as as EarthLens as a whole, like, scales up,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="44 minutes, 53 seconds there's a lot of potential for it
to integrate with external platforms that already provide data sets
and have this sort of connected"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">44:53</div></div>there&#8217;s a lot of potential for it to integrate with external platforms that already provide data sets and have this sort of connected</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 2 seconds infrastructure, which would just make
the data that EarthLens gets. And people using EarthLens
have been taking and putting it out there"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:02</div></div>infrastructure, which would just make the data that EarthLens gets. And people using EarthLens have been taking and putting it out there</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 10 seconds for a lot more people to use, and having
a lot more eyes on that same data."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:10</div></div>for a lot more people to use, and having a lot more eyes on that same data.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 16 seconds Yeah, I definitely think that's a very great way
to keep progressing it. And I think from the hardware perspective,
I think, like I was saying before,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:16</div></div>Yeah, I definitely think that&#8217;s a very great way to keep progressing it. And I think from the hardware perspective, I think, like I was saying before,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 24 seconds integrating that carbon
dioxide centered, sensor and integrating some of the things that are being added
in some of the new STELLA, variations"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:24</div></div>integrating that carbon dioxide centered, sensor and integrating some of the things that are being added in some of the new STELLA, variations</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 32 seconds would be something that we plan
on implementing back into drone and automating flight patterns is actually,
the reason why we switched to that idea"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:32</div></div>would be something that we plan on implementing back into drone and automating flight patterns is actually, the reason why we switched to that idea</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 40 seconds of, flight software. So that's the easiest way
to go about that in the future. So I think it's definitely, good
that we're starting to explore"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:40</div></div>of, flight software. So that&#8217;s the easiest way to go about that in the future. So I think it&#8217;s definitely, good that we&#8217;re starting to explore</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 48 seconds these possibilities
of what we're going to do in the future now, so we can kind of make those steps
as easy as possible, like starting"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:48</div></div>these possibilities of what we&#8217;re going to do in the future now, so we can kind of make those steps as easy as possible, like starting</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="45 minutes, 55 seconds from where we are today. But we definitely all have plans
to keep continuing this project, at least for the next couple of years
and that kind of stuff, because now"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">45:55</div></div>from where we are today. But we definitely all have plans to keep continuing this project, at least for the next couple of years and that kind of stuff, because now</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 2 seconds we see how valuable a continually updating
or continually improving, application
or system like this can be. So"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:02</div></div>we see how valuable a continually updating or continually improving, application or system like this can be. So</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 11 seconds yeah. And then any, any kind of tapped on it
but earlier."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:11</div></div>yeah. And then any, any kind of tapped on it but earlier.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 17 seconds But the end goal is the citizen science access
and the whole point of making tools"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:17</div></div>But the end goal is the citizen science access and the whole point of making tools</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 24 seconds available for average people
to collect scientific data is to make that"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:24</div></div>available for average people to collect scientific data is to make that</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 30 seconds data available to researchers who, you know, we'll know what to do with it,
know how to draw conclusions."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:30</div></div>data available to researchers who, you know, we&#8217;ll know what to do with it, know how to draw conclusions.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 38 seconds And so we hope so. Also continue
work with EarthLens in terms of,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:38</div></div>And so we hope so. Also continue work with EarthLens in terms of,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 43 seconds how to get that data out to researchers and how to allow users of EarthLens
to make their data accessible."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:43</div></div>how to get that data out to researchers and how to allow users of EarthLens to make their data accessible.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="46 minutes, 55 seconds The app is the main way
we want to do that, but also we hope to maybe one day have enough data
to make a meaningful,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">46:55</div></div>The app is the main way we want to do that, but also we hope to maybe one day have enough data to make a meaningful,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 5 seconds geographic data layer on some other software like ArcGIS or something like that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:05</div></div>geographic data layer on some other software like ArcGIS or something like that.</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Experience Influencing Future Pathways"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Experience Influencing Future Pathways</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 13 seconds how does this experience influenced
your career interests or academic plans? So, like I said"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:13</div></div>how does this experience influenced your career interests or academic plans? So, like I said</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 21 seconds earlier, the, the SEES program, you know, it was my first real kind of technical
and scientific experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:21</div></div>earlier, the, the SEES program, you know, it was my first real kind of technical and scientific experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 30 seconds And I definitely want to continue that,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:30</div></div>And I definitely want to continue that,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 35 seconds I want to study engineering in college, and I think
I'm going to try and continue with that. I'm planning on going to a school"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:35</div></div>I want to study engineering in college, and I think I&#8217;m going to try and continue with that. I&#8217;m planning on going to a school</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 44 seconds that allows you
to do a lot of interdisciplinary study. And, you know, being involved in
EarthLens is also,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:44</div></div>that allows you to do a lot of interdisciplinary study. And, you know, being involved in EarthLens is also,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="47 minutes, 53 seconds generating a lot more curiosity for me about Earth science and,
kind of the associated"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">47:53</div></div>generating a lot more curiosity for me about Earth science and, kind of the associated</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes technologies and space
that, help us conduct our science. So I'm really excited to,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:00</div></div>technologies and space that, help us conduct our science. So I&#8217;m really excited to,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 7 seconds continue in that sort of direction. Yeah. For me, I'd
say the process of developing EarthLens"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:07</div></div>continue in that sort of direction. Yeah. For me, I&#8217;d say the process of developing EarthLens</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 15 seconds and the SEES internship as a whole, it's
kind of me, made me firm that I want to keep
being like this sort of inventor."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:15</div></div>and the SEES internship as a whole, it&#8217;s kind of me, made me firm that I want to keep being like this sort of inventor.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 22 seconds I'd say the fact that we were able
to design and create something that didn't exist before and this like,
completely our brainchild, is so cool."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:22</div></div>I&#8217;d say the fact that we were able to design and create something that didn&#8217;t exist before and this like, completely our brainchild, is so cool.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 30 seconds And that kind of motivates me to keep on doing that sort of tinkering,
that sort of problem solving."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:30</div></div>And that kind of motivates me to keep on doing that sort of tinkering, that sort of problem solving.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 37 seconds And especially in this,
like using this interdisciplinary nature, but making sure that we're grounded in
solving real world environmental issues."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:37</div></div>And especially in this, like using this interdisciplinary nature, but making sure that we&#8217;re grounded in solving real world environmental issues.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 46 seconds Really beautiful. Yeah, I would say for me,
it's made me more solid in my decision to pursue mechanical engineering
for my undergraduate degree."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:46</div></div>Really beautiful. Yeah, I would say for me, it&#8217;s made me more solid in my decision to pursue mechanical engineering for my undergraduate degree.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="48 minutes, 54 seconds But I because, you know,
I've I've had such a wonderful time, integrating this building with
so many different other aspects of it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">48:54</div></div>But I because, you know, I&#8217;ve I&#8217;ve had such a wonderful time, integrating this building with so many different other aspects of it.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 2 seconds And, like Sam, I mean, I think it's
made me a much more interdisciplinary builder, considering my prior
experience is more aerospace connected."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:02</div></div>And, like Sam, I mean, I think it&#8217;s made me a much more interdisciplinary builder, considering my prior experience is more aerospace connected.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 10 seconds I think that exploring Earth science
and more applications here, it's made me more willing
to explore,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:10</div></div>I think that exploring Earth science and more applications here, it&#8217;s made me more willing to explore,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 16 seconds all different things
under NASA and scientific purview. And, I mean, I plan to continue studying,
hopefully"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:16</div></div>all different things under NASA and scientific purview. And, I mean, I plan to continue studying, hopefully</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 23 seconds in grad school,
neither aerospace or nuclear engineering. And I feel that EarthLens
and this experience in Earth science"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:23</div></div>in grad school, neither aerospace or nuclear engineering. And I feel that EarthLens and this experience in Earth science</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 30 seconds has given me, the willingness
to keep exploring in that regard,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:30</div></div>has given me, the willingness to keep exploring in that regard,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 35 seconds you know, and keep seeing which type of
engineering is close to me at that point. Yeah. So, I totally agree
with what everyone else has said."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:35</div></div>you know, and keep seeing which type of engineering is close to me at that point. Yeah. So, I totally agree with what everyone else has said.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 42 seconds I am a junior, so I still have,
you know, a year to think about, at least a year to think about it,
but not a lot of time."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:42</div></div>I am a junior, so I still have, you know, a year to think about, at least a year to think about it, but not a lot of time.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 48 seconds Right. But working on EarthLens, you know,
through NASA SEES you know, really shaped my interest in what I do want to become
and that is, aerospace engineer."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:48</div></div>Right. But working on EarthLens, you know, through NASA SEES you know, really shaped my interest in what I do want to become and that is, aerospace engineer.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="49 minutes, 57 seconds So before this, I hadn't, of course,
I have already said, I hadn't had much experience
with projects at this scale."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">49:57</div></div>So before this, I hadn&#8217;t, of course, I have already said, I hadn&#8217;t had much experience with projects at this scale.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 2 seconds And, you know, SEES exposed me to that. You know, the real world
engineering challenges such as, you know,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:02</div></div>And, you know, SEES exposed me to that. You know, the real world engineering challenges such as, you know,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 8 seconds collecting aggregation and analyzing,
complex environmental data, you know, designing systems
to process that data efficiently, too."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:08</div></div>collecting aggregation and analyzing, complex environmental data, you know, designing systems to process that data efficiently, too.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 16 seconds And, making decisions
based on the real insights. Right. So I think the experience also taught me
how to approach problems method."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:16</div></div>And, making decisions based on the real insights. Right. So I think the experience also taught me how to approach problems method.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 25 seconds With the method. Right. So to
adapt things that didn't go as planned and to think critically about,
you know, how technology,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:25</div></div>With the method. Right. So to adapt things that didn&#8217;t go as planned and to think critically about, you know, how technology,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 31 seconds can be applied to solve, big real world
problems. Right? So, participating in SEES 
influenced my goal of going to UT as well."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:31</div></div>can be applied to solve, big real world problems. Right? So, participating in SEES influenced my goal of going to UT as well.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 39 seconds UT Austin. It made me realize what, I want to be
in an environment where I can work,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:39</div></div>UT Austin. It made me realize what, I want to be in an environment where I can work,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 46 seconds you know, with great ambitions,
you know, impactful projects, and continuing to grow as a thinker and,
of course, a problem"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:46</div></div>you know, with great ambitions, you know, impactful projects, and continuing to grow as a thinker and, of course, a problem</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 53 seconds solver. what was the most rewarding
aspect of working on this project?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:53</div></div>solver. what was the most rewarding aspect of working on this project?</div><div id="header" class="transcript-section-header style-scope ytd-transcript-section-header-renderer" tabindex="0" role="button" aria-label="Most Rewarding Aspects &amp; Takeaways"><div class="yt-shelf-header-layout__header-row"><div class="yt-shelf-header-layout__label-container"><div class="yt-shelf-header-layout__title-row"><h2 class="yt-shelf-header-layout__title yt-shelf-header-layout__title--small-title"><span class="yt-core-attributed-string yt-core-attributed-string--white-space-pre-wrap" role="text">Most Rewarding Aspects &amp; Takeaways</span></h2></div></div></div></div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="50 minutes, 59 seconds You know, like, what do you hope people
take away, from learning about EarthLens? And is there basically anything else
about the project that you'd like to know?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">50:59</div></div>You know, like, what do you hope people take away, from learning about EarthLens? And is there basically anything else about the project that you&#8217;d like to know?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 7 seconds So, some sort of
combination of those three?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:07</div></div>So, some sort of combination of those three?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 12 seconds I think, you know, these
have been pretty comprehensive questions. You talked a lot about what EarthLens is
for and how we hope it gets used."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:12</div></div>I think, you know, these have been pretty comprehensive questions. You talked a lot about what EarthLens is for and how we hope it gets used.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 21 seconds If, you know, if you if if, you know, God forbid,
the projectnever gets finished"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:21</div></div>If, you know, if you if if, you know, God forbid, the projectnever gets finished</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 26 seconds or if younever
get your hands on an EarthLens drone."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:26</div></div>or if younever get your hands on an EarthLens drone.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 31 seconds The thing I would hope
that people learning about it take away is just that, these things"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:31</div></div>The thing I would hope that people learning about it take away is just that, these things</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 40 seconds don't have to be, stagnant. The way we study Earth
can evolve with technology."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:40</div></div>don&#8217;t have to be, stagnant. The way we study Earth can evolve with technology.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 47 seconds And I think it should, because, you know,
we have better ways to collect data,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:47</div></div>And I think it should, because, you know, we have better ways to collect data,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 52 seconds better ways to interpret that data, better
pipelines for that data and more data"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:52</div></div>better ways to interpret that data, better pipelines for that data and more data</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="51 minutes, 58 seconds and all of that in in together just means we get a better picture
of our Earth."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">51:58</div></div>and all of that in in together just means we get a better picture of our Earth.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 5 seconds How it's changing. There's a lot of ways
that influences policy economics."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:05</div></div>How it&#8217;s changing. There&#8217;s a lot of ways that influences policy economics.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 11 seconds And, you know, just in general,
we hope EarthLens gets people excited"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:11</div></div>And, you know, just in general, we hope EarthLens gets people excited</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 18 seconds about studying the Earth for change. Yeah, I'm 100% agree with that."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:18</div></div>about studying the Earth for change. Yeah, I&#8217;m 100% agree with that.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 23 seconds And I would say, I think a big thing
that I guess anyone, especially maybe high schoolers or college students or people
newer to these kinds of things, can,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:23</div></div>And I would say, I think a big thing that I guess anyone, especially maybe high schoolers or college students or people newer to these kinds of things, can,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 32 seconds I guess, learn, is that, I mean,
we all came with relatively small amounts of experience in here and kind of used
whatever we learned through this."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:32</div></div>I guess, learn, is that, I mean, we all came with relatively small amounts of experience in here and kind of used whatever we learned through this.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 40 seconds Internship program
to formulate this kind of mission. And it felt it felt nice to kind of,
I guess, like,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:40</div></div>Internship program to formulate this kind of mission. And it felt it felt nice to kind of, I guess, like,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 46 seconds as you said, to be a group of,
you know, inventors in this regard. And something we weren't as familiar with."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:46</div></div>as you said, to be a group of, you know, inventors in this regard. And something we weren&#8217;t as familiar with.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 52 seconds So I think it hopefully should encourage
to keep learning and I guess keep tinkering about this kind of stuff,
considering, you know,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:52</div></div>So I think it hopefully should encourage to keep learning and I guess keep tinkering about this kind of stuff, considering, you know,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="52 minutes, 59 seconds I mean, you can you can build a drone
that can do these kinds of things in your own basement. You know, there's there is more capability
to do these kinds of things"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">52:59</div></div>I mean, you can you can build a drone that can do these kinds of things in your own basement. You know, there&#8217;s there is more capability to do these kinds of things</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 6 seconds outside of the traditional laboratory or,
environment."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:06</div></div>outside of the traditional laboratory or, environment.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 11 seconds That's typically seen
for more professionals or more for adults. Yeah, I'd say personally for me,
touching on like that"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:11</div></div>That&#8217;s typically seen for more professionals or more for adults. Yeah, I&#8217;d say personally for me, touching on like that</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 18 seconds most rewarding part,
I'd say some of the most rewarding, like emotions that I felt were
when we were all on call"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:18</div></div>most rewarding part, I&#8217;d say some of the most rewarding, like emotions that I felt were when we were all on call</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 24 seconds and we'd have like,
we'd be throwing out different ideas and then as soon as we'd hear one,
then we think of one that stuck."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:24</div></div>and we&#8217;d have like, we&#8217;d be throwing out different ideas and then as soon as we&#8217;d hear one, then we think of one that stuck.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 31 seconds It'd be so rewarding just to feel like,
hey, you know, I can see this. I can envision
this actually coming into existence."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:31</div></div>It&#8217;d be so rewarding just to feel like, hey, you know, I can see this. I can envision this actually coming into existence.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 38 seconds And I'd say one of the beauties of like,
the whole process of EarthLens in general"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:38</div></div>And I&#8217;d say one of the beauties of like, the whole process of EarthLens in general</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 43 seconds is that in a way,
it has like endless possibilities, right? Like so far, how we've thought about it."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:43</div></div>is that in a way, it has like endless possibilities, right? Like so far, how we&#8217;ve thought about it.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 49 seconds We have like a few different ideas
that you can go into use here. You can go to use there."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:49</div></div>We have like a few different ideas that you can go into use here. You can go to use there.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="53 minutes, 54 seconds But at the end of the day,
we're still high schoolers. And that's one of the goals we have
with reaching out to experts in the area"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">53:54</div></div>But at the end of the day, we&#8217;re still high schoolers. And that&#8217;s one of the goals we have with reaching out to experts in the area</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes like Michael Taylor, like people at NASA,
at like for over at different universities,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:00</div></div>like Michael Taylor, like people at NASA, at like for over at different universities,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 7 seconds because they're going to give us
so many new insights about where we could take this, what we could add
and how we could keep building."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:07</div></div>because they&#8217;re going to give us so many new insights about where we could take this, what we could add and how we could keep building.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 13 seconds And for me personally, right,
I think the most rewarding experience
of working on this project was,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:13</div></div>And for me personally, right, I think the most rewarding experience of working on this project was,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 20 seconds seeing how we could develop, what we could
develop can actually make a difference. And again, reiterating we're all just
high school students, right?"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:20</div></div>seeing how we could develop, what we could develop can actually make a difference. And again, reiterating we&#8217;re all just high school students, right?</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 28 seconds I mean, we made this project
from scraps, right? So one thing that really excited me,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:28</div></div>I mean, we made this project from scraps, right? So one thing that really excited me,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 33 seconds of course, was also
the power of citizen science and how a tool like this
project can let anyone contribute to,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:33</div></div>of course, was also the power of citizen science and how a tool like this project can let anyone contribute to,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 39 seconds you know, collecting data
and understanding environmental data. So it's amazing, I think, that
this project could really connect"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:39</div></div>you know, collecting data and understanding environmental data. So it&#8217;s amazing, I think, that this project could really connect</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 45 seconds communities, you know, students
and researchers across the country. In terms of goals for EarthLens,
I really hope it continues to expand."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:45</div></div>communities, you know, students and researchers across the country. In terms of goals for EarthLens, I really hope it continues to expand.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="54 minutes, 52 seconds You know, I think we all really think
we're just gonna, you know, keep driving, right? Of course, we're from all literally
all four corners of the United States."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">54:52</div></div>You know, I think we all really think we&#8217;re just gonna, you know, keep driving, right? Of course, we&#8217;re from all literally all four corners of the United States.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 1 second Right. So, sometimes there's a little bit of
a challenge in getting, communications,"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:01</div></div>Right. So, sometimes there&#8217;s a little bit of a challenge in getting, communications,</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 7 seconds but we work it out with our, with our, 
time zones and stuff like that. Right. But, I also wanted to take a moment to,
thank NASA SEES right."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:07</div></div>but we work it out with our, with our, time zones and stuff like that. Right. But, I also wanted to take a moment to, thank NASA SEES right.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 15 seconds And of course, you, Michael Taylor,
for allowing us to, present this project."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:15</div></div>And of course, you, Michael Taylor, for allowing us to, present this project.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 21 seconds Yeah,
it's it's been an amazing opportunity. You know, being part of that program
was a huge learning experience."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:21</div></div>Yeah, it&#8217;s it&#8217;s been an amazing opportunity. You know, being part of that program was a huge learning experience.</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 27 seconds And, it inspired
all of us to keep exploring, right? Building and contributing to projects
that, you know, have meaningful real"><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:27</div></div>And, it inspired all of us to keep exploring, right? Building and contributing to projects that, you know, have meaningful real</div><div class="segment style-scope ytd-transcript-segment-renderer" tabindex="0" role="button" aria-label="55 minutes, 33 seconds world applications."><div class="segment-start-offset style-scope ytd-transcript-segment-renderer" tabindex="-1" aria-hidden="true"><div class="segment-timestamp style-scope ytd-transcript-segment-renderer">55:33</div></div>world applications.</div></div></div></div></div></div>								</div>
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									<h3><strong>Related Links</strong></h3><ul><li><p class="elementor-heading-title elementor-size-default"><a href="https://science.gsfc.nasa.gov/stella/nasa-sees-students-showcase-earthlens-stella-integration-at-agu-2025-2/">NASA SEES Students Showcase EarthLens -STELLA Integration at AGU 2025</a></p></li><li><a href="https://essopenarchive.org/users/995706/articles/1356579-earthlens-a-novel-drone-based-citizen-science-tool-for-land-cover-observation-and-analysis" target="_blank" rel="noopener">EarthLens</a></li><li><a href="https://science.nasa.gov/sciact-team/stem-enhancement-in-earth-science/" target="_blank" rel="noopener">NASA STEM Enhancement in Earth Sciences (SEES)</a></li><li><a href="https://science.nasa.gov/sciact-team/nesec/" target="_blank" rel="noopener">NASA Earth Science Education Collaborative (NESEC)</a></li><li><a href="https://strategies.org/" target="_blank" rel="noopener">Institute for Global Strategies</a></li><li><a href="https://www.agu.org/" target="_blank" rel="noopener">American Geophysical Union (AGU)</a></li></ul>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/students-build-ai-powered-drone-for-earth-observation-nasa-sees-internship-journey/">Students Build AI-Powered Drone for Earth Observation | NASA SEES Internship Journey</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Student Voices: Real Engineering Success with STELLA Instruments</title>
		<link>https://science.gsfc.nasa.gov/stella/student-voices-real-engineering-success-with-stella-instruments/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Mon, 15 Sep 2025 15:44:54 +0000</pubDate>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3403</guid>

					<description><![CDATA[<p>When Inna and Alexa first encountered NASA's STELLA instruments, neither expected the transformative journey ahead—from intimidation to innovation in just 10 weeks.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/student-voices-real-engineering-success-with-stella-instruments/">Student Voices: Real Engineering Success with STELLA Instruments</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">Student Voices: Real Engineering Success with STELLA Instruments</h2>				</div>
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									<div class="relative flex-1 overflow-hidden overflow-y-auto"><div class="relative h-full"><div class="scrollbar-gutter-stable"><div class="flex flex-col pb-9 dark:bg-transparent"><div class="text-token-text-primary w-full border-0 bg-transparent dark:border-0 dark:bg-transparent"><div class="m-auto justify-center p-4 py-2 md:gap-6 "><div id="6b0ab072-e200-4d19-a51d-12ae3a8ada20" class="group mx-auto flex flex-1 gap-3 transition-all duration-300 transform-gpu md:max-w-[47rem] xl:max-w-[55rem] focus:outline-none focus:ring-2 focus:ring-border-xheavy message-render" aria-label="message-89-6b0ab072-e200-4d19-a51d-12ae3a8ada20"><div class="relative flex w-11/12 flex-col agent-turn"><div class="flex flex-col gap-1"><div class="flex max-w-full flex-grow flex-col gap-0"><div class="text-message flex min-h-[20px] flex-col items-start gap-3 overflow-visible [.text-message+&amp;]:mt-5" dir="auto"><div class="markdown prose message-content dark:prose-invert light w-full break-words dark:text-gray-100"><p class="mb-2 whitespace-pre-wrap">When Inna Shapovalenko and Alexa Matson first encountered NASA&#8217;s STELLA instruments, neither expected the transformative 10-week journey that lay ahead. Working alongside Alexa Ross and under the mentorship of Dr. Sam Batzli through the <a href="https://wisconsinview.org/" target="_blank" rel="noopener">WisconsinView</a> program, what began as summer research positions became a powerful example of how hands-on technology can build both confidence and career readiness.</p><h2>Breaking Down Barriers to NASA Technology</h2><p class="mb-2 whitespace-pre-wrap">&#8220;I always thought that NASA was something so far from me that I maybe could get access to this only after getting a PhD,&#8221; reflects Inna, an international student studying physics and computer science. &#8220;But this summer I found out that you don&#8217;t have to finish your PhD to work with some NASA materials. You can be even a high school kid.&#8221;</p><p class="mb-2 whitespace-pre-wrap">This ease of access was central to the students&#8217; experience with STELLA (Science and Technology Education for Land/Life Assessment), NASA&#8217;s low-cost spectrometer project designed to make remote sensing technology available to learners at all levels.</p><h2>The AmericaView Connection</h2><p class="mb-2 whitespace-pre-wrap">The project came about through <a href="https://wisconsinview.org/" target="_blank" rel="noopener">WisconsinView&#8217;s</a> partnership with <a href="https://americaview.org/" target="_blank" rel="noopener">AmericaView</a>, a nationwide network that empowers Earth observation through remote sensing education. As Dr. Batzli explains, &#8220;We&#8217;ve learned through AmericaView that one of the best ways to grow curriculum and outreach is by teaching teachers. When we can have summer workshops where we work with teachers, they can take it into their classrooms.&#8221;</p><h2>The Power of Interdisciplinary Learning</h2><p class="mb-2 whitespace-pre-wrap">Over their 10-week collaboration, Inna and Alexa discovered that STELLA served as what Dr. Sam Batzli calls &#8220;a catalyst for learning&#8221;—connecting multiple disciplines in ways neither student had anticipated.</p><p class="mb-2 whitespace-pre-wrap">&#8220;It was so different from week to week&#8230; just the variety of things you get to do,&#8221; explains Alexa, a mechanical engineering major. &#8220;I didn&#8217;t realize it till we did our final presentation—just how much stuff we were able to do. And that was so cool, &#8217;cause it was only 10 weeks.&#8221;</p><p class="mb-2 whitespace-pre-wrap">The project seamlessly integrated spectroscopy, 3D printing, soldering, programming, and data analysis. When Inna brought soldering expertise and Alexa contributed 3D printing skills, they naturally taught each other, demonstrating the collaborative learning that makes STELLA projects so effective.</p><h2>Real Science, Real Impact</h2><p class="mb-2 whitespace-pre-wrap">Perhaps the most powerful moment came when the students compared their handheld instrument data with actual <a href="https://landsat.gsfc.nasa.gov" target="_blank" rel="noopener">Landsat</a> satellite measurements. &#8220;When we were comparing our data with Landsat data&#8230; I was surprised when our results got really like they were very, very close,&#8221; recalls Inna. &#8220;I had the feeling like I touched something&#8230; something super unusual.&#8221;</p><p class="mb-2 whitespace-pre-wrap">This connection between classroom technology and space-based science exemplifies STELLA&#8217;s mission: providing authentic scientific experiences that build both technical skills and scientific understanding.</p><h2>Building Confidence Through Authentic Challenges</h2><p class="mb-2 whitespace-pre-wrap">For Inna, the project became about more than technical skills: &#8220;For me, STELLA is about being confident in engineering. You&#8217;re working with many fields, and you can combine your programming skills with soldering—everything. Just enjoy the process and don&#8217;t be pressured that it&#8217;s something super difficult.&#8221;</p><p class="mb-2 whitespace-pre-wrap">Alexa found particular value in the problem-solving aspects: &#8220;It is really cool to just have so much control over that and then also just be able to problem solve yourself and work with a partner and kinda see it applied to the real world.&#8221;</p><h2>Open Source Innovation</h2><p class="mb-2 whitespace-pre-wrap">The students were particularly impressed by STELLA&#8217;s accessibility. &#8220;It&#8217;s open source. And you can do it even from your home. And it doesn&#8217;t require some super expensive equipment. You can just buy it on Digikey or Amazon and build on your own,&#8221; notes Inna.</p><p class="mb-2 whitespace-pre-wrap">This open-source approach allows access to sophisticated instruments, enabling students worldwide to engage with similar technologies used by NASA researchers.</p><h2>Looking Forward</h2><p class="mb-2 whitespace-pre-wrap">Dr. Batzli sees this as just the beginning: &#8220;STELLA is almost like a catalyst for learning. It&#8217;s like the spokes of a wheel—STELLA can be the hub in the middle, and there are all these topics and possible questions and things to explore that radiate out from that.&#8221;</p><p class="mb-2 whitespace-pre-wrap">The success of Inna and Alexa&#8217;s collaboration demonstrates how authentic, hands-on projects can simultaneously build technical competency, scientific understanding, and career confidence—preparing students for the interdisciplinary challenges of modern STEM careers.</p><p class="mb-2 whitespace-pre-wrap">Their story exemplifies STELLA&#8217;s broader mission: making NASA technology accessible to learners everywhere while building the critical thinking and problem-solving skills essential for tomorrow&#8217;s engineering, manufacturing, and scientific workforce.</p></div></div></div></div></div></div></div></div></div></div></div></div>								</div>
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									<div class="relative flex flex-shrink-0 flex-col items-center"><div class="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full"><div class="relative flex h-9 w-9 items-center justify-center rounded-sm p-1 text-white" title="All ChatGSFC"><div class="h-6 w-6"><div class="overflow-hidden rounded-full"><p>00:00:02:13 &#8211; 00:00:08:13<br />Unknown<br />Thank you all for joining me and discussing your project. Could you please tell me a bit more about your background?</p><p>00:00:08:13 &#8211; 00:00:13:05<br />Unknown<br />Yeah. So, I&#8217;m international student at, Franklin</p><p>00:00:13:05 &#8211; 00:00:28:01<br />Unknown<br />and Marshall College in Pennsylvania. I&#8217;m currently senior doing physics and computer science. And, in my previous summer, I was doing a lot of robotics stuff for my summer internship.</p><p>00:00:28:01 &#8211; 00:00:53:09<br />Unknown<br />And, then I came to the college, and I was. So was doing, robotics. Like, I built my own drone, and, I also built the unmanned surface vessel. So I really wanted to go to robotics. And, I was just exploring for different opportunities. And, I found, this opportunity from Space Science and Engineering Center about, building the STELLA device.</p><p>00:00:53:11 &#8211; 00:01:12:04<br />Unknown<br />And, for me, my goal was to just develop more skills into, like, so different in 3D modeling. So during also, programing of microcontrollers as well. So CSS major and this hub was my first.</p><p>00:01:12:04 &#8211; 00:01:13:15<br />Unknown<br />Next. How about Alexa?</p><p>00:01:13:15 &#8211; 00:01:40:05<br />Unknown<br />Yeah. So I am from Wisconsin. I am a mechanical engineering major with a certificate in computer science. UW Madison. I have a lot of experience, building my own things and building projects. I love anything I can get my hands on. So I&#8217;ve, like, built a small robot, I mean Legos.</p><p>00:01:40:05 &#8211; 00:02:01:06<br />Unknown<br />Everything that, I could possibly do. And then on top of that, I&#8217;ve had a lot of 3D printing. Both in class and out of class. So when I found this internship, I thought it sounded great because there are just so many skills that I could apply. I could do the hands on of the actual building on the spectrometer.</p><p>00:02:01:06 &#8211; 00:02:11:12<br />Unknown<br />I could do coding with my CS. And then on top of that, I could, actually take measurements and analyze them. So yeah,</p><p>00:02:11:12 &#8211; 00:02:15:15<br />Unknown<br />So I typically do research at Space Science and Engineering Center.</p><p>00:02:15:15 &#8211; 00:02:45:01<br />Unknown<br />I got my master&#8217;s degree there and then was lucky enough to stay on as a full time researcher. I love doing research, but sometimes looking at a computer screen for so long can get a little tiring. So I decided to take on some outreach tasks. So that&#8217;s how I started teaching this STEM class in collaboration with, the greater University of Wisconsin-Madison.</p><p>00:02:45:02 &#8211; 00:03:22:01<br />Unknown<br />So they have a program called Pre-College programs, where they basically prepare K through 12 students for the college experience. My group was working with high schoolers from all around the world. Actually, we had students from as far as Kazakhstan to here, and Madison and I taught a two week STEM class. So that covers everything STEM. And I thought it would be a great opportunity to test out our newly bought, STELLA spectrometers.</p><p>00:03:22:02 &#8211; 00:03:51:13<br />Unknown<br />So SSC had hired two undergraduate engineering students who came and order, ordered all the STELLA parts, put them together, did testing with them, and then in collaboration, in collaboration with me, we kind of came up with this short little curriculum that lasted maybe one and a half to two hours in the classroom with our high school students, where we did a little hands on lab with the instruments.</p><p>00:03:51:13 &#8211; 00:04:18:07<br />Unknown<br />And, yeah, the students got to actually test them out. So that was really fun. I had gone over some basics of remote sensing with them beforehand, so just basics of like, what is the electromagnetic spectrum and how, you know, things can give off different wavelengths and energies depending on what they consist of. So we tested out the cell spectrometers in class with the high schoolers.</p><p>00:04:18:07 &#8211; 00:04:28:11<br />Unknown<br />The class was 13 students and they had a really good time getting some hands on experience with the instruments.</p><p>00:04:28:12 &#8211; 00:04:30:04<br />Unknown<br />last but not least, Doctor Sam.</p><p>00:04:30:04 &#8211; 00:04:51:09<br />Unknown<br />my my background is really, I&#8217;ll, I&#8217;ll start with when I got involved in remote sensing, which was at Michigan State University in the year 1999, actually. And, I got interested in Landsat then, and I was working with the, tropical rainforest information Center that had a huge Landsat archive.</p><p>00:04:51:09 &#8211; 00:05:21:09<br />Unknown<br />And so I got involved in kind of managing the archive, working with, Dave Skoll and, yeah, that that was when I got excited about remote sensing. Then I moved to Madison to work at the Environmental Remote Sensing Center. And, we did have, a handheld radiometer that we used to do upwelling and down milling of, the, gradients over the, over over water.</p><p>00:05:21:09 &#8211; 00:05:47:03<br />Unknown<br />Actually, we were doing a project where we were looking at Lake clarity and we wanted to have some in situ measurements. And, we had a pretty expensive, fancy, spectrometer with fiber optic leads. And it was pretty, pretty cool. I didn&#8217;t actually use it at all, though. I was developing the website for it, so I never actually got to play with it with the instrument.</p><p>00:05:47:03 &#8211; 00:06:14:13<br />Unknown<br />And, but I, I think I, you know, I heard about the STELLA program through, you know, going to conferences and, seeing the booth at various places. So, I knew that the back of my mind, it was something I always wanted to, to do. And I thought, well, I&#8217;m never going to find the time to do it myself, but if I could get a couple of students who were interested, then I could supervise that and learn about it myself.</p><p>00:06:14:13 &#8211; 00:06:21:11<br />Unknown<br />So, yeah, I, I think I learned as much as as these two did. So yeah. Thank you.</p><p>00:06:23:15 &#8211; 00:06:25:08<br />Unknown<br />How did you first learn about the,</p><p>00:06:25:08 &#8211; 00:06:28:02<br />Unknown<br />instrument and project?</p><p>00:06:28:02 &#8211; 00:06:30:02<br />Unknown<br />Maybe I should start.</p><p>00:06:30:03 &#8211; 00:06:41:12<br />Unknown<br />Okay. So I think, you know, I saw a STELLA display. Probably an AmericaView conference. There was,</p><p>00:06:41:12 &#8211; 00:06:43:11<br />Unknown<br />most recently in that I,</p><p>00:06:43:11 &#8211; 00:06:47:01<br />Unknown<br />made an impression on me. Was in Denver.</p><p>00:06:47:01 &#8211; 00:06:57:01<br />Unknown<br />And it was, I think an ASPRS conference. And maybe win or not, you my. You were. I&#8217;m pretty sure you were there, Michael.</p><p>00:06:57:02 &#8211; 00:07:20:10<br />Unknown<br />Yeah. At least your booth was. This was represented a lot of kids groups coming through it was Denver schools and stuff. Anyway, and I thought, you know, I really, I, I just think it&#8217;s such a great idea to be able to build your own spectrometer and learn the principles of remote sensing, but a hands on tool like that.</p><p>00:07:20:10 &#8211; 00:07:28:09<br />Unknown<br />And so, I when I had the opportunity to, create a, an I,</p><p>00:07:28:09 &#8211; 00:07:50:07<br />Unknown<br />a couple positions in our summer, internship program at the Space Science and Engineering Center at UW Madison, we, I signed up to to sponsor one student. But, when I got the resumes and the, letters of interest, these two was tied for the best.</p><p>00:07:50:07 &#8211; 00:08:14:11<br />Unknown<br />So I decided I should just take on two instead of one. And one of the cool things was I saw they had different skill sets, and they, taught each other during this process. So having two people was really great, I think. Inna had some soldering skills and, Alexa had some 3D printing skills and they shared those with each other, and now they both know how to do both.</p><p>00:08:14:14 &#8211; 00:08:20:02<br />Unknown<br />So yeah. Pretty cool. And and then I&#8217;ll let them explain how they learned about it.</p><p>00:08:20:05 &#8211; 00:08:24:04<br />Unknown<br />What initially drew you to integrate STELLA instruments into your educational programing?</p><p>00:08:24:04 &#8211; 00:09:06:09<br />Unknown<br />Yeah. So, Sam and I work on a project called AmericaView. So a lot of states have their own WisconsinView. So we&#8217;re WisconsinView, we&#8217;re part of America view. And our mission is to empower, you know, Earth observation through remote sensing. So we do a lot of satellite remote sensing, but, at SCC, we do some other, ground based remote sensing, but we you know, as, as the outreach person for WisconsinView wanted to come up with ways, you know, not just to talk at students, but to let them actually get their hands on the science, which can be</p><p>00:09:06:09 &#8211; 00:09:47:09<br />Unknown<br />really hard to do with satellite data. Just because you need some programming knowledge. Some. Yeah, just a lot of computational and technical background, to actually play around with that. But with the stellas, you know, they could actually hold the instrument in their hands. You can&#8217;t really do that with a satellite. So that was our main motivation was how do we expand Wisconsin View&#8217;s outreach efforts to continue giving students more of a hands on experience with remote sensing concepts and remote sensing instruments with the Stella.</p><p>00:09:51:06 &#8211; 00:09:57:11<br />Unknown<br />What were your specific roles during your internship at the Space Science and Engineering Center?</p><p>00:09:58:05 &#8211; 00:10:30:09<br />Unknown<br />Yeah. So, our main role, we worked through a lot of it together. And, we essentially used to get step by step, I know, you know, started her internship actually, before me. So, she, started with actually ordering all the parts. So, she technically did that all for me. Which is great. So I on my first day, we actually already had all the parts we needed, so, that was pretty cool.</p><p>00:10:30:10 &#8211; 00:11:03:03<br />Unknown<br />And then, from there, we, essentially, walked through, like, we started with the Q2 since I was the simplest one. And, our process just, going step by step, building our spectrometers, designing the case for the Q2 working on the 1.1. And then once we had all of that incorporated, then we got to do data, and then we got to programming, so that we could actually, you know, interpret that data.</p><p>00:11:03:04 &#8211; 00:11:16:09<br />Unknown<br />So it really changed from week to week, which was really cool because you got to test out so many new skills. And you weren&#8217;t doing the same thing every day.</p><p>00:11:16:09 &#8211; 00:11:35:09<br />Unknown<br />I came two weeks earlier before Alexa, start with her internship, and I just ordered parts. Everything else we did together. And, especially Alexa was very helpful in debugging, apparently. Alexa didn&#8217;t mention, but some of her details were not working.</p><p>00:11:35:10 &#8211; 00:11:57:05<br />Unknown<br />And, yeah, Alexa can go over this. Like, why is that work? So yeah, we just had a lot of debugging as well. And, maybe it would be nice regrade the small note for future people in case of the got into some the same troubles. They spent a lot of time there will already like see the solution of this.</p><p>00:11:57:09 &#8211; 00:12:12:02<br />Unknown<br />So excellent. And so to the to those different points. One thing you know, the experience of actually purchasing the parts. Did you have any troubles there? Oh no. It&#8217;s pretty much straightforward. Okay.</p><p>00:12:13:14 &#8211; 00:12:30:04<br />Unknown<br />just add that, you know, as the university has pretty specific ways of buying things. And so we had to work with our purchasing department and they showed us how to, to, use that.</p><p>00:12:30:04 &#8211; 00:12:54:01<br />Unknown<br />We had to first demonstrate that we couldn&#8217;t buy the some of the parts from existing vendors that served the university, but some of these are very specialized. And so we were able to, justify using the sources that were possible for us to get all the parts. And, but and then there were a couple of defective parts that had to be returned.</p><p>00:12:54:01 &#8211; 00:13:18:08<br />Unknown<br />And, you know, we went through a couple of cycles of that, but, it was, so it was part of the learning process. And I wanted in know the experience that, because that&#8217;s real, you know, like when you&#8217;re dealing in, in you and within some sort of corporate structure or whatever, you have to go, you have to follow the rules of the, of the game.</p><p>00:13:18:08 &#8211; 00:13:33:15<br />Unknown<br />And sometimes that&#8217;s inconvenient, but, we, so that was, that was part of the learning thing that maybe Alexa missed that, but that&#8217;s okay. Alexa got involved in returning parts though, so I think, got you a suitable amount of red tape that was game.</p><p>00:13:37:12 &#8211; 00:13:41:12<br />Unknown<br />was this your first dip into, using the STELLAs for teaching?</p><p>00:13:41:12 &#8211; 00:14:01:01<br />Unknown<br />Yes. We had been wanting to use the stylus for a while with WisconsinView. And we, you know, finally had enough money in our budget to hire engineering students to build them. So this was our first little foray into using the STELLA&#8217;s at all.</p><p>00:14:01:02 &#8211; 00:14:06:11<br />Unknown<br />So, yeah, this was this was, rookie experience for me. Okay.</p><p>00:14:06:11 &#8211; 00:14:13:01<br />Unknown<br />how would you describe the STELLA project to someone unfamiliar with it, particularly from an educational perspective?</p><p>00:14:14:02 &#8211; 00:14:24:11<br />Unknown<br />Yeah, that one&#8217;s hard. I&#8217;m gonna have to think about it a little bit. The STELLA experiment.</p><p>00:14:24:13 &#8211; 00:14:50:07<br />Unknown<br />Well, I would definitely use the word remote sensing. And then, depending on their background, you know, you might have to explain what remote sensing is, which, you know, I like to say is always exactly what it sounds like. Something. Something from far away from a remote location. I really like the phrase that you just used using saying a spectral signature is kind of like a light fingerprint.</p><p>00:14:50:08 &#8211; 00:15:29:08<br />Unknown<br />I think that&#8217;s a good way of explaining what a signature is. So each object has their own, you know, special signature. Yeah. If they if they knew what the electromagnetic spectrum was, I would say that we&#8217;re, we&#8217;ve designed a handheld instrument that. Views the energy that an object gives off at different wavelengths and then relate wavelengths back to, you know, the spectrum.</p><p>00:15:32:12 &#8211; 00:15:36:03<br />Unknown<br />Yeah. And then try to connect that with,</p><p>00:15:36:04 &#8211; 00:16:05:11<br />Unknown<br />I guess I&#8217;m always trying to connect it back to, like, what I do, which is satellite stuff. So I would maybe show them or bring them an example of like a Landsat image and, you know, move a cursor or my hand over different aspects of that Landsat image and say, you know, each color or each different area has a spectral signature, and we can measure that from space, or we can measure it from the ground.</p><p>00:16:05:11 &#8211; 00:16:43:04<br />Unknown<br />So we can do it like discretely with a STELLA If we were on the ground. But this Landsat image kind of does it all at once from space. I&#8217;d say that it&#8217;s. Yeah, a really good handheld, simple tool to use in the classroom that students can use with a little bit of instruction and inform them about, different types of surfaces and properties and paying attention to, to detail and light and optics and how all of that relates.</p><p>00:16:43:04 &#8211; 00:17:08:05<br />Unknown<br />So I would hopefully say it a lot more eloquently than I just did. But yeah, I think something along those lines of a handheld instrument that students can use to get a taste of Earth observations using fundamental science and physics concepts, and adding in a little bit of optics science as well.</p><p>00:17:08:05 &#8211; 00:17:21:10<br />Unknown<br />so yeah. And you mentioned, like, engineering students and all that. Can you tell me, like, you know, sort of like the overall structure of how you, so you had some engineering students come in and build it and all that, and you had the students actually go and use it and all that.</p><p>00:17:21:11 &#8211; 00:17:35:12<br />Unknown<br />How was that whole system set up, like, you know, did, like, you know, did you all do the purchasing and the students do the purchasing, all that sort of thing? And, you know, basically from finished. And what kind of system did you use to actually. Yeah. You know, make this a success.</p><p>00:17:35:12 &#8211; 00:17:41:15<br />Unknown<br />Yeah. So, Sam, was there a official like, advisor or supervisor?</p><p>00:17:42:01 &#8211; 00:18:09:02<br />Unknown<br />So he might have a little bit more details about this, but basically we had them come in with, maybe like a 10 or 8 week plan with different tasks to try to accomplish during that plan. We had there was, of course, some waiting time while parts came in. But the students, the students came in, and then Alexa came in and they, learned about what parts they needed to order.</p><p>00:18:09:02 &#8211; 00:18:43:14<br />Unknown<br />So they placed an order for the parts, through our purchasing office. And we have a great admin team that makes our life really, really easy. So our purchasing and financial staff was a big help here. You know, made sure that AmericaView had or WisconsinView had all the funds to cover what they needed, which, of course, Sam and I had had budgeted for, while they were waiting for the parts to come in, that was their time to do like a literature review and just learn more about remote sensing and the sell itself.</p><p>00:18:44:00 &#8211; 00:19:19:01<br />Unknown<br />At that point, I excuse me, I had reached out to other AmericanView members about what kind of curriculum they had done with the STELLA because AmericaView we we try to meet annually and, we have little poster sessions and I had seen a, a poster on still activities from LouisianaView. So I reached out to their staff and kind of asked them what they did in the classroom, to just start getting ideas of how we wanted to design our curriculum.</p><p>00:19:19:02 &#8211; 00:19:46:07<br />Unknown<br />So the STELLAs were built. They they got the parts, they built the instruments, they 3D printed all the cases and everything they needed. And then came time for, like, calibration and test measurements. I think it took for a while we only had three working machines, but Alexa Matson was able to get that all fixed up before our classroom experience.</p><p>00:19:46:08 &#8211; 00:20:14:10<br />Unknown<br />So yeah, I can&#8217;t really go into further detail other than that. For the engineering details, you would have to ask Inna, or Alexa. But yeah, I just, I met with them and wanted to know how many instruments we would have, you know, how many would be be functioning. So we knew how to split up the class, and I let them, you know, know, like the bones of of the activity I wanted to do.</p><p>00:20:14:10 &#8211; 00:20:48:05<br />Unknown<br />But I asked them to, like, design a little worksheet with the tables that they would fill out in the graphs that they would plot. They already had a small presentation, as part of their greater SCC wrap up presentation. So they kind of adapted that to a high school audience. We reviewed that and changed a couple of the details just so it would be easier for younger students to understand, relating it back to other applications such as, you know, looking at celestial bodies and whatnot.</p><p>00:20:48:06 &#8211; 00:21:10:09<br />Unknown<br />So that was pretty much the layout of how it went. We did some prep work leading up to the actual classroom experience. They came in beforehand and just wanted to get an idea of like, what the ambient light would look like in the classroom. So they came in a week prior just to get a feel of the space and how it would work.</p><p>00:21:10:10 &#8211; 00:21:22:08<br />Unknown<br />But they did a lot of the work themselves as far as like designing, the worksheet under, under my guidance and, and having a plan of what we were actually going to be doing in the classroom.</p><p>00:21:25:01 &#8211; 00:21:26:05<br />Unknown<br />You know,</p><p>00:21:26:05 &#8211; 00:21:31:10<br />Unknown<br />could you walk us through the development process for the STELLA data analysis website?</p><p>00:21:31:14 &#8211; 00:22:05:01<br />Unknown<br />Yeah. So this website I developed on my own, because the, like, this entire STELLA project was for organizing, for high school kids, like, and actually, they have, like, say, like summer school. So we really needed, like, a tool which can, very quickly analyze data and, show students final result and, at first we decided to use, the star data viewer work.</p><p>00:22:05:02 &#8211; 00:22:26:05<br />Unknown<br />But the problem is that it doesn&#8217;t support the STELLA-Q2 version. So after this, we started to play around the curve to have still to make it possible. And at first we thought just to write, like own Python program, but it was not user friendly. So after this, we decided that maybe it&#8217;s better just to make a website.</p><p>00:22:26:06 &#8211; 00:23:06:03<br />Unknown<br />And, this how we come out with this website, and it has, like a select, circuit circuit that, yeah. And, we had two versions of the website. One was, a graph, another one just a table. And, in the end, we decided just to use was a table as, we wanted, that kids could make, could plot their graph on their own on pencil and paper, not only like of tomatoes everything, but also gives them opportunity to to live in 21st century without all possible devices.</p><p>00:23:09:05 &#8211; 00:23:15:08<br />Unknown<br />Alexa, what are the what were the main challenges in designing the case modifications for the Q2?</p><p>00:23:18:07 &#8211; 00:23:47:00<br />Unknown<br />Making sure you&#8217;re getting the exact correct, dimension you need. There are times like, I think my first case was like, by some miracle, all of it fit except for the microprocessor, which, like the alignment holes, were just like, two millimeters off. So that&#8217;s that&#8217;s a lot of, the struggle in it is just making sure it&#8217;s very exact.</p><p>00:23:47:01 &#8211; 00:24:10:10<br />Unknown<br />And then on top of that, just making sure that it holds up. Well, that it you&#8217;re able to click it on and off. You&#8217;re able to take it apart and do that multiple times so you don&#8217;t have to be worried about it breaking. And then I played around with I had an SD, panel on the back and I was playing.</p><p>00:24:10:10 &#8211; 00:24:29:01<br />Unknown<br />I was having to decide that because I haven&#8217;t, I hadn&#8217;t designed that before. And I ended up, I was using my mouse, on the back of my mouse, there&#8217;s the, removable panel where the battery is. And I remember, like, I kept taking it on and off trying to figure out how it, how they designed it.</p><p>00:24:29:01 &#8211; 00:24:45:04<br />Unknown<br />And so it works. And then I kind of just played around with it on my own, to make that part. So it was a really fun challenge. And there&#8217;s a lot of detail in it. But it just made it when it finally came out. Right. That much more satisfying.</p><p>00:24:49:01 &#8211; 00:24:56:13<br />Unknown<br />Inna could you explain the technical differences between the first and simplified versions of the data analysis website?</p><p>00:24:56:13 &#8211; 00:25:07:13<br />Unknown<br />Yeah, it&#8217;s a difference. Just, because the first version, you can see a graph, for the second version, there is no graph, there is just a table with data.</p><p>00:25:07:15 &#8211; 00:25:16:09<br />Unknown<br />And, yeah, as explained before, we need this because, we wanted students to work with pencil and paper to draw themselves these graphs,</p><p>00:25:16:09 &#8211; 00:25:21:00<br />Unknown<br />And then, what programing languages and tools did you use in developing the web interface?</p><p>00:25:21:00 &#8211; 00:25:23:11<br />Unknown<br />Yeah, I used just, python</p><p>00:25:23:11 &#8211; 00:25:56:03<br />Unknown<br />The. They have, such nice library as possible. It&#8217;s very, very nice library because, you can combine, HTML website, the comic books also with, to assess how exactly you want to your, like, all your buttons work and, you can also program on your own, some functions. For example, in our case, we can, extract some data from the, spreadsheet, but we need then go to what would be like the final irradiance.</p><p>00:25:56:04 &#8211; 00:26:05:05<br />Unknown<br />So the final reflectance is or so I just used HTML like Python and CSS.</p><p>00:26:09:04 &#8211; 00:26:53:06<br />Unknown<br />Well, I was, approached by our, center leadership to help run the program this summer with, with a colleague Dave Hayes and, and so, one of the things that we did was, we had all of the interns that were about, between 10 and 12 throughout the summer. Meet once a week at a, roundtable discussion and go around the table and, and, the students would update on the various projects they&#8217;re working on.</p><p>00:26:53:07 &#8211; 00:27:16:04<br />Unknown<br />And I was fortunate because I had a project and I was in that room every week. So I would get the update from both, and, and, and Alexa as well as hear about all the other projects, but and then we would touch base after the, after the meeting to, to talk about any issues or, you know, requirements.</p><p>00:27:16:05 &#8211; 00:27:45:06<br />Unknown<br />I, I leaned heavily on my, colleagues to help. We were our fifth floor of our building is kind of kind of where hardware is, is, created where they developed, the scanning his spectrometer for and sounder for, satellites, you know, so there&#8217;s it&#8217;s there&#8217;s actually a whole clean room and a lot of a lot of high end, technology and people who know how to do all of that stuff.</p><p>00:27:45:06 &#8211; 00:28:23:15<br />Unknown<br />And so, we were lucky that, Rob Lemke, one of my colleagues, was willing and able to help get the, workspaces set up with anti-static mats and, soldering setups for, for both. And I think probably provided some instruction on that to also provided the multimeter that, Alexa talked about needing for and then, so, yeah, I had had buy in from people on, colleagues who work in the area of instrument, instrumentation, which I don&#8217;t, you know, I&#8217;m more of a, visualization person.</p><p>00:28:23:15 &#8211; 00:28:54:09<br />Unknown<br />So, I needed that help from my colleagues, but. So I think the two things were having regular meetings and then making sure connecting, Alexa and I with the, with the people who could answer their questions or help. And fortunately, both of these these students are. So, they&#8217;re self-starters and didn&#8217;t require a lot of, micromanaging at all.</p><p>00:28:54:09 &#8211; 00:29:11:11<br />Unknown<br />And I prefer that style. I prefer saying, okay, you can figure it out, and tell me when you do, you know, and, and, and if you can&#8217;t, then, tell me and we&#8217;ll find someone who can help, you know? So that was just kind of, how we how we did it.</p><p>00:29:15:08 &#8211; 00:29:23:01<br />Unknown<br />the. Not the development. What inspired you to, use the spectroscopic mystery activity? And how did it go?</p><p>00:29:23:01 &#8211; 00:30:00:01<br />Unknown<br />we were looking at the activities that were on the website, and that one sounded really fun and that I got across the different, how to read graphs and, you know, how light works and how you can read reflectance to see the color of things. And on top of that, mysteries are fun. I feel like, kids can connect with that and, get that hands on, experience with what we built.</p><p>00:30:00:02 &#8211; 00:30:09:03<br />Unknown<br />Yeah. So can you describe, like, what your setup was for the for the mystery? What? You, you know, you all did what you all found, useful, so on, so forth,</p><p>00:30:09:03 &#8211; 00:30:23:01<br />Unknown<br />Yeah. So spectroscopic mystery, is pretty much where you have the kids, take their own spectral measurements, using the spectrometers of a variety of different materials.</p><p>00:30:23:02 &#8211; 00:30:54:15<br />Unknown<br />And then, you can put up, different spectral graphs, and they get to identify, which one they think it is based on their own measurements. And yeah. So when we did it, I believe we had a couple different things. We had, healthy leaves. We tried to get brown leaves or decaying leaves. And we had, like, folders, notebooks,</p><p>00:30:55:00 &#8211; 00:31:04:02<br />Unknown<br />What else am I forgetting? Something? 3D printed cases, which. Yeah. Which, you know, which failed.</p><p>00:31:04:03 &#8211; 00:31:31:05<br />Unknown<br />Yeah. Yeah. Our first drafts of our 3D printed cases, we were used as, measurements because they&#8217;re black and white. So we tried to get, things of variety of colors to, and it was a lot of fun. We had four working spectrometers that we had the kids and split up into four groups. And each group got their own spectrometer.</p><p>00:31:31:07 &#8211; 00:31:34:08<br />Unknown<br />And it worked really well. Yeah.</p><p>00:31:34:08 &#8211; 00:31:48:09<br />Unknown<br />Yeah. So the lab was basically set up so that we had different, materials, different surfaces, and the kids were given a little demo of how to use the spectrometers.</p><p>00:31:48:09 &#8211; 00:32:12:05<br />Unknown<br />I think it was a little hard for them to pick up on. At first. We had four instruments and we split up in like four groups of 2 or 3. I think was was how we set it up. So we took in one group at a time, and we just had them stand around the table. And then we did a demo of this is how you use the instrument.</p><p>00:32:12:06 &#8211; 00:32:32:05<br />Unknown<br />Usually we did sandwich observations. So we do a calibration reading and then a reading of the object and then the calibration reading. So that was a little hard to, to drill in. You know, there used to just like pointing and clicking and having it be that easy, but it&#8217;s, a little bit more complicated than that.</p><p>00:32:32:06 &#8211; 00:32:57:13<br />Unknown<br />So we yeah, we went around and did that one group at a time and then gave them the rest of the materials. We had a list of materials that they had to measure. So one was like a healthy leaf, a dying leaf. And then things that we just found around the office. So like red binder, orange binder, black binder, black case, white case, just random things that we could get our hands on.</p><p>00:32:57:15 &#8211; 00:33:25:00<br />Unknown<br />And they took, they took measurements of each of those, and then, yeah, it was a little hard teaching them all how to use the instrument. I couldn&#8217;t teach them all how to use the instrument as a class. So we broke up into those subgroups, and I just taught, like 2 or 3 students at a time so they could actually see us clicking the buttons.</p><p>00:33:25:00 &#8211; 00:33:49:10<br />Unknown<br />And holding the instruments. And they were a little confused with, how they were actually going to get the data because we had to use data readers to get the information off the machine after all the measurements had been taken. So what they did was they did like calibration, measurement, calibration, and then they wrote down batch numbers to reference.</p><p>00:33:49:10 &#8211; 00:34:15:09<br />Unknown<br />And they were like, why are we writing down these batch numbers instead of writing down data? So maybe we could have done a better job explaining that. But afterwards we gave them, SD readers that they could plug in to their laptops. Each student had a laptop. We took the SD readers out of the Stella&#8217;s, and then one of the engineering students wrote a really easy,</p><p>00:34:15:10 &#8211; 00:34:46:03<br />Unknown<br />She put it up a website so that they could extract the data pretty easily. So after they got the data, they had these tables that was just like wavelength versus, reflectance. And so they wrote down each wavelength and they wrote down each reflectance. And then with that data, they had to draw like an X-Y graph of the pattern of reflectance versus or wavelength versus reflectance.</p><p>00:34:46:04 &#8211; 00:35:19:00<br />Unknown<br />So it was a lot of steps to get to the end product. And we ended up not having enough time because they were learning a lot all at once. But it was a really good experience. I think they still took away some knowledge from it. We had some issues with the data not reading and correctly like we were getting, I don&#8217;t know, numbers in the thousands for reflectance, which you know, doesn&#8217;t make sense because we&#8217;re looking we&#8217;re supposed to be between 0 and 1.</p><p>00:35:19:01 &#8211; 00:35:49:11<br />Unknown<br />So we had some issues reading in the data where they just had to do the step over again to get their, their valid data and yeah, we had a couple students resulting in trends that actually made sense. So what we were planning on doing was, showing the shapes of wavelength versus reflection up on the board and saying, you know, guess which object this is based on the shape.</p><p>00:35:49:13 &#8211; 00:36:15:01<br />Unknown<br />And then kind of explaining, like, oh, this is more reflective in the green channel because etc., etc., or this is more reflective in red because, it&#8217;s close to the infrared, which has to do with heat. So, you know, that&#8217;s why the number goes up there. Yeah. We were a little bit rushed at the end. We did run out of time, and since we ran the time, a lot of the kids didn&#8217;t get to draw their X-Y plots all the way.</p><p>00:36:15:02 &#8211; 00:36:35:13<br />Unknown<br />So I think we only had one group, with one object came out with it, like correctly. Oh, yeah. So yeah, I would, I would probably better control for, for time next time and just come up with a better way to communicate what they were supposed to do with the time given. But it was still really fun.</p><p>00:36:35:13 &#8211; 00:36:43:08<br />Unknown<br />I think the students had a good time and and walked away with it from it with something. So I consider that mission accomplished.</p><p>00:36:46:14 &#8211; 00:36:47:12<br />Unknown<br />areas where</p><p>00:36:47:12 &#8211; 00:36:55:07<br />Unknown<br />you had issues, can you, can you describe what issues you all ran into in this goes for both or all three of you.</p><p>00:36:55:07 &#8211; 00:36:55:14<br />Unknown<br />Really?</p><p>00:36:55:14 &#8211; 00:37:14:01<br />Unknown<br />so. Well, with my Q2 at least? The problem with the LED button, which ended up being a very simple fix, it was just we had to return it and get a new one. But beforehand it was troubleshooting to make sure that that was the actual problem.</p><p>00:37:14:01 &#8211; 00:37:38:14<br />Unknown<br />So, we used a multimeter to see if voltage was actually getting through and it wasn&#8217;t. And then, I actually it was nice having a second person because then I actually, was able to take the button off the second Q2 and then put it on mine to make sure that, it was actually the button. Then it worked so we could be like, okay, this is definitely the issue.</p><p>00:37:38:15 &#8211; 00:38:11:03<br />Unknown<br />And then we went through the return process and luckily the new one worked. And then a bit of, I guess, I also had a sensor, I believe it was the, this spectral sensor on the 1.1 that, didn&#8217;t connect. It wouldn&#8217;t, connect to. I took a bus, for whatever reason. And it was getting voltage.</p><p>00:38:11:04 &#8211; 00:38:39:04<br />Unknown<br />A light was blinking on it, but, again, it was nice to compare to, you know, because I could see that mine just continued blinking while, hers would turn on and off, and hers was working. So I couldn&#8217;t find anything wrong with it. It just wasn&#8217;t showing up. When I did the test codes. And, so that&#8217;s kind of where the part where I had to do research and see if other people had this problem and other people did have this problem.</p><p>00:38:39:04 &#8211; 00:39:04:11<br />Unknown<br />And apparently it was a somewhat common issue with this specific sensor. So then I, had to go through the return process. Again, I got a second one, but it was from the same batch. So the second one was also faulty. And then it took a few weeks to get the third one, which finally did work.</p><p>00:39:04:12 &#8211; 00:39:34:04<br />Unknown<br />So it was a much longer process. Technically, the spectrometer worked in that time. It just, couldn&#8217;t actually, read Visible light, which was, a little unfortunate, but, when I finally did get it, it was very satisfying. And then, yeah, that was, also a sensor that was soldered on, too. Right. So this wasn&#8217;t just a matter of plugging it and unplugging it each time.</p><p>00:39:34:04 &#8211; 00:39:54:06<br />Unknown<br />Yeah. So this was the one of the more complicated issues. Yeah. Well, I learned my lesson the first time, because I had sorted it on and tested it and realized it didn&#8217;t work. So then for the next two sensors, because the soldering, the whole process I used, I have my own, like, Arduino, control board.</p><p>00:39:54:07 &#8211; 00:40:07:07<br />Unknown<br />And then I just used my own breadboard and tested it on there before soldering it, which made my life a whole lot easier. So that was a good lesson to learn.</p><p>00:40:07:07 &#8211; 00:40:13:00<br />Unknown<br />Excellent. Anyone else? Any any troubles that, weren&#8217;t mentioned?</p><p>00:40:14:00 &#8211; 00:40:40:12<br />Unknown<br />Since Scott. No, I just had at first some troubles with screen, but it was just. I just had drawn wiring it first, but then it worked. So there was also, one the first 3D printing of the case for the Q2 the battery didn&#8217;t fit, so we had to redesign the case for the Q2 to fit the battery that was on the that we had ordered.</p><p>00:40:44:09 &#8211; 00:41:00:12<br />Unknown<br />what was the most challenging technical obstacle you encountered and how do you overcome it. And this can go not only just to the web interface, but to the STELLA itself. And what was it, the, the chips? Was it, you know, the the redesign of the case?</p><p>00:41:00:13 &#8211; 00:41:03:01<br />Unknown<br />What do you think was the most challenging</p><p>00:41:03:06 &#8211; 00:41:42:04<br />Unknown<br />I remember, building the, 1.1, is that was really cool, but also very stressful because, you know, you&#8217;re soldering wires and, resistors and capacitors and, you&#8217;re so worried that you&#8217;re going to put it in the wrong place and then, like you, soldering is a pain. So I think that, was really cool, but definitely, just going through it and going through every step and like, triple checking yourself, it was really hard.</p><p>00:41:42:04 &#8211; 00:42:15:10<br />Unknown<br />I remember, the wiring, the actual display screen, I think was the most difficult part because, you know, you have to go through the holes and, and do all that. I think at one point I, switched, two wires around and my display wasn&#8217;t working. And then I realized I did that. And, it was it was easier to actually, because they&#8217;re colored to what the directions had said to make, you know, it easier to identify.</p><p>00:42:15:10 &#8211; 00:42:42:13<br />Unknown<br />And I think I switched the colors, because it was just easier to change, swap the ends than to actually, make them the right colors that it was. So, that part was very technically difficult. But it also practiced a lot of, skills and soldering and, accuracy. Yeah. Excellent. What about you for you in</p><p>00:42:42:13 &#8211; 00:42:43:11<br />Unknown<br />was the most.</p><p>00:42:43:11 &#8211; 00:42:53:03<br />Unknown<br />Yeah. Absolutely same. Absolutely the same. It was just about the checking everything. Because several times making sure that that&#8217;s how it&#8217;s supposed to be.</p><p>00:42:57:00 &#8211; 00:43:01:08<br />Unknown<br />What would you change or improve about STELLA based on your experience?</p><p>00:43:03:04 &#8211; 00:43:24:13<br />Unknown<br />Or for me, like for STELLA-1.1 I would like to have this in light which you had for STELLA-Q2. It just. It&#8217;s so convenient when you can just, hold, the device just in front of the object, which you want to detect. And, the second thing I really liked is a touch screen, which you have on STELLA-1.1.</p><p>00:43:25:10 &#8211; 00:43:41:10<br />Unknown<br />It would be. It would be amazing if you could put this on STELLA-Q2 and you can, read, at the same time, when you&#8217;re taking the data, you can read what&#8217;s, what&#8217;s the data points to make sure that your like really taking data.</p><p>00:43:42:10 &#8211; 00:44:12:01<br />Unknown<br />Excellent. I think you mentioned this before, with the 1.2, but I think having the troubleshooting as you go is a huge help. This because when you&#8217;re working with so many sensors and one doesn&#8217;t work, I think that would be a huge benefit. But otherwise I completely agree with, Inna, the light on the Q2 was great, especially for taking, like, measurements on leaves.</p><p>00:44:12:02 &#8211; 00:44:15:12<br />Unknown<br />So. Yeah, I think that would be it.</p><p>00:44:19:09 &#8211; 00:44:32:14<br />Unknown<br />How did the hands on nature of solo work affect their ability to ask good scientific questions? Yeah, I know you said there&#8217;s only two days, so they might not have a really ask that many, but it&#8217;s worth a shot under.</p><p>00:44:32:14 &#8211; 00:44:42:07<br />Unknown<br />I think that it really challenge them to improve their technical language.</p><p>00:44:42:09 &#8211; 00:45:04:11<br />Unknown<br />STELLA was really the only like lab experience that we got to do in class because a lot of it, like we do a lot of touring of the campus and visiting museums and hearing from guest lectures, we did do a lot of programing the first week. So I guess you could kind of consider that, like computer lab time.</p><p>00:45:04:12 &#8211; 00:45:39:14<br />Unknown<br />But as far as, like a traditional lab experience that I think of, Stella was the only one that we did. So I think it challenged them to when asking clarifying questions of, how do I get this to work? How do I upload my data? Like, what exactly is the purpose of writing down these batch numbers? I think it allowed them to improve their their technical communication just by elaborating more on like what exactly are we doing here?</p><p>00:45:39:15 &#8211; 00:46:16:05<br />Unknown<br />Because yeah, like I said, we probably could have communicated like the goal and the steps a little bit more, more clearly to them. Yeah. So just following up and figuring out like, what is the purpose of what we&#8217;re even doing? I think it made them a little bit more, more comfortable asking those questions and, yeah, phrasing, phrasing things in a technical way that their instructors and helpers could, could understand and better answer their questions.</p><p>00:46:20:03 &#8211; 00:46:25:01<br />Unknown<br />how did this experience differ from typical classroom or laboratory learning?</p><p>00:46:28:15 &#8211; 00:46:52:15<br />Unknown<br />But I can tell that, for me is the difference was, first of all, you don&#8217;t have, like, any, like, deadlines. And of course you have like some weeks at a time when you need to do, but you don&#8217;t have to rush about the deadline. So you&#8217;re just doing this stuff and, you can really just enjoy the, the process when you&#8217;re doing.</p><p>00:46:53:01 &#8211; 00:47:20:10<br />Unknown<br />And the second thing which was from different is that, it&#8217;s more like a team work. It&#8217;s not just assignment, which just you have, you can work with a team. You can ask, different the type of people about how to debug something as, Sam told We had, and, his colleague Robert Lemke, you helped us very well, so much in electrical engineering.</p><p>00:47:20:11 &#8211; 00:47:31:04<br />Unknown<br />So you can just expand your network with other people and, just enjoy and, learn new skills.</p><p>00:47:31:04 &#8211; 00:47:34:00<br />Unknown<br />Excellent.</p><p>00:47:34:01 &#8211; 00:48:03:01<br />Unknown<br />Yeah. I completely agree with, you know, it&#8217;s it&#8217;s very, different in the way that it&#8217;s very flexible. You can, you can you&#8217;re making a lot of, choices and designs yourself, and that&#8217;s really cool. You it&#8217;s you&#8217;re given essentially a goal, but how you get there, you can vary. And that&#8217;s a really cool process.</p><p>00:48:03:01 &#8211; 00:48:18:14<br />Unknown<br />And even, coding and, just deciding how you want your graphs to look and figuring out how you want to take the data from the spectrometer and how you want to turn out. It&#8217;s just.</p><p>00:48:18:15 &#8211; 00:48:42:11<br />Unknown<br />It is really, really, I was really cool to just, have so much control over that and then also just be able to problem solve yourself and work with a partner and kind of see it applied to the real world.</p><p>00:48:46:08 &#8211; 00:48:50:05<br />Unknown<br />What new skills did you develop through your work with STELLA that you hadn&#8217;t anticipated?</p><p>00:48:52:03 &#8211; 00:49:37:00<br />Unknown<br />I think for me, I got to, get a lot of practice with soldering, with, you know, help, which was great. I also, got to, like, I got to learn a lot of trouble troubleshooting with the electronics. With the problems I ran into, which was a very helpful skill. And then on top of that, just the, trying to come up with how to present, spectrometers to, group of students, in a way that they can understand and how to use, and how to read them.</p><p>00:49:37:02 &#8211; 00:49:39:06<br />Unknown<br />That was a fun challenge.</p><p>00:49:41:09 &#8211; 00:50:13:00<br />Unknown<br />Yeah. For me, I, you know, like before, I was usually using, like, fusion 364 street modeling. And for this project, it was my first time when I used SolidWorks was to the model. Also, it was very interesting to explain, about the spectrometer also to my family, not only to kids, because before I was preparing to explain this to my parents and my sisters, and it was very, very interesting conversation.</p><p>00:50:13:02 &#8211; 00:50:29:00<br />Unknown<br />Yeah. Because they&#8217;re doing biology. That&#8217;s right. But my mom is teaching biology and chemistry, and, she asked me a lot of questions, like how exactly agree with, impacto to my work. Like, how can I explain this to my students? It was it was interesting.</p><p>00:50:32:13 &#8211; 00:50:42:14<br />Unknown<br />based upon your experience, you know, you said you&#8217;d like a little bit more time. What kind of teaching strategies, do you think worked well? And which kind of do you think, didn&#8217;t work quite so well, you know,</p><p>00:50:43:05 &#8211; 00:51:19:13<br />Unknown<br />I think that hands on learning, supplemented with visual material, always works really well in the classroom because at that age, I don&#8217;t really like talking at them for more than maybe ten minutes. Like, I think if we have guest lectures, they&#8217;ll sometimes go 30 minutes. But, you know, if we talk and then do something and then talk and then do something, that is the best way for for them to learn, because I think they can really, tune out easily otherwise.</p><p>00:51:19:14 &#8211; 00:51:40:02<br />Unknown<br />So yeah, I think I would definitely break up, lecture material and any like audio and visual learning with an activity or a hands on example. In order for the material to really sink in, better.</p><p>00:51:41:09 &#8211; 00:51:47:06<br />Unknown<br />What advice would you give to other educators wanting to implement similar programs?</p><p>00:51:48:12 &#8211; 00:52:15:11<br />Unknown<br />I would say that it&#8217;s probably a good idea to do like, a dress rehearsal, so to speak. Just do a dry run of, exactly how you&#8217;re going to teach the students. And one one thing that was kind of a hiccup in our class was that when we were teaching each subgroup how to use the instruments, the other groups were just kind of like sitting and waiting around.</p><p>00:52:15:11 &#8211; 00:52:46:11<br />Unknown<br />It didn&#8217;t have like a lot to do. So I would maybe come up with some sort of activity, like where we&#8217;re while we&#8217;re teaching one subgroup, how to use the instruments and take a reading, the other subgroups can have a collection of materials and kind of take those field notes that we were talking about. So just writing down, observations that they&#8217;re making about the materials that they are planning on measuring with the STELLA&#8217;s, yeah.</p><p>00:52:46:11 &#8211; 00:53:00:05<br />Unknown<br />So writing about color, texture, surfaces, things like that. I think that would be kind of a good filler activity. So they&#8217;re not just like waiting around, waiting to, to take their turn.</p><p>00:53:00:05 &#8211; 00:53:06:00<br />Unknown<br />What aspects of this work do you find most rewarding from an educator&#8217;s perspective?</p><p>00:53:07:09 &#8211; 00:53:34:12<br />Unknown<br />Yeah, I think the most rewarding part is when, the students get a result that makes sense to them and looks correct. So we had, one group, you know, draw the actual spectrum line, and the shape, the shape match, match, what it was supposed to look like. And, you know, they this is the first time they&#8217;ve ever done this.</p><p>00:53:34:12 &#8211; 00:53:55:04<br />Unknown<br />So they drew their line and made their points and they showed it to, me and Alexa, and they were like, is this right? And we were so excited because they had gotten it right. You were like, yeah, you did it. You did it. And they were kind of confused as to like the fact that they got it right.</p><p>00:53:55:05 &#8211; 00:54:26:01<br />Unknown<br />And so we had to like kind of anthem up and, and be like, yeah, you actually did it correctly, like you did what you were supposed to do. So I think that&#8217;s the most rewarding is kind of cheering them on and like, yeah, telling them that they did the activity correctly and then, you know, of course relating in the end back to like why that mattered and why, like what they should have taken away from it.</p><p>00:54:26:01 &#8211; 00:55:06:09<br />Unknown<br />I think when they. Yeah, when they get the right answer on their own, it can be really, really satisfying. When they&#8217;re excited about it. I think in this case, they were like confused as to why why they should be excited about it. And we had to, like, tell them why it was exciting. But yeah, I think if we had done a better, a better job of, just the the logistics of the classroom, then we could have had more of that, like satisfying experience of the students, like being really excited that they&#8217;ve gotten to the the correct answer or they had gotten something to work.</p><p>00:55:10:06 &#8211; 00:55:14:09<br />Unknown<br />How do you see STELLA evolving as an educational tool in the coming years?</p><p>00:55:14:11 &#8211; 00:55:17:07<br />Unknown<br />I&#8217;ll go with Doctor Sam first for this one.</p><p>00:55:19:08 &#8211; 00:55:48:01<br />Unknown<br />Well, I you know, this was such a good experience. I could see, doing this each year with, with, and just building on the results of this group, you know, building I might take on another intern or two next summer and have them do, whatever the next model is of Stella and then build on what, what, Inna and Alexa have done, but also, I think,</p><p>00:55:48:02 &#8211; 00:56:28:01<br />Unknown<br />Yeah, I&#8217;d love to see. So I work mostly with atmospheric scientists, meteorologists. And so, land remote sensing is more my background. And I&#8217;d like to make sure my colleagues know more about that, because we&#8217;re starting to use weather satellites to look at things like fire and smoke and things that are related to land processes. So, I kind of see it professionally, actually helping educate my own colleagues to so I think it could be kind of a I could imagine growing this program within my own, my own work.</p><p>00:56:33:06 &#8211; 00:56:47:10<br />Unknown<br />Okay. How much your contributions to help expand STELLA&#8217;s reach. Help expand STELLA&#8217;s reach to, more student populations, more in different student populations.</p><p>00:56:49:00 &#8211; 00:57:24:06<br />Unknown<br />You get the question? I think so, I think so this would probably be a good one for Alexa Ross, but, it, I can just say that one of our. We&#8217;ve through a new program, we&#8217;ve learned that one of the best ways to get to grow, curriculum or, our outreach is, by teaching teachers. And so when, if we can have summer summer workshops or we could work with teachers, then they can take it into their classrooms.</p><p>00:57:24:07 &#8211; 00:57:48:12<br />Unknown<br />And that&#8217;s kind of a way to, you know, an avenue for expanding. But I think Alexa Ross has pretty good connections within the Madison community here. And that was in Wisconsin. And, I believe that that, she got plans for her, expanding curriculum and using these tools.</p><p>00:57:52:09 &#8211; 00:57:55:14<br />Unknown<br />so you worked with, Inna and Alexa,</p><p>00:57:55:14 &#8211; 00:58:16:15<br />Unknown<br />what changes did you observe in, intellectual engagement and enthusiasm for STEM learning throughout their STELLA experience? Yeah. I didn&#8217;t really work. I worked with them closely towards the end, when we were ready to implement everything they had done into classroom curriculum.</p><p>00:58:17:00 &#8211; 00:58:39:06<br />Unknown<br />But for the most part, they were just really good, self-starting. And, you know, we gave them, like, a schedule of, you know, like week one you should do this week to do this. And they were they didn&#8217;t really need much oversight at all. They knew the mission. They were really efficient at, finding what they needed to find.</p><p>00:58:39:07 &#8211; 00:59:29:03<br />Unknown<br />I think it was helpful because Alexa mattson was a UW and or is a UW engineering student, so she already had knowledge of things like where to find the 3D printer and how to get into that makerspace and design and print what they needed. So that was really helpful. I think that I was really impressed at the end with their ability to communicate to the students, you know, not only the background of what like spectroscopy, spectroscopy is, but when they were teaching the students how to use the instruments, just their communication skills, because, yeah, I didn&#8217;t interact with them a ton leading up to this.</p><p>00:59:29:04 &#8211; 00:59:51:11<br />Unknown<br />And in a especially seemed a little quiet. So I wasn&#8217;t sure how she was going to do like presenting to students, because now you have to speak loudly. There are these loud ventilators in the back of the classroom, so sometimes it&#8217;s hard to hear. But they did a really great job. So I was impressed in the end by their science communication skills.</p><p>00:59:51:11 &#8211; 01:00:25:11<br />Unknown<br />And I know that they also had to do like an internal SCC presentation that all of our, student undergraduate interns have to do. So I think maybe, maybe if they had been like preparing or practicing for that, it helped. But they did a great job in the end in the classroom. And, yeah. So I was impressed by their science communication skills, both presenting in front of the class, but also just working one on one with the students who needed a little bit of help on how to, take the measurements correctly and then how to extract the data from the SD cards.</p><p>01:00:25:11 &#8211; 01:00:37:03<br />Unknown<br />They were really willing to sit down and troubleshoot with the student and work with them one on one to, accomplish their tasks and goals. While</p><p>01:00:37:03 &#8211; 01:00:41:08<br />Unknown<br />was the most important thing. You want people to know about your STELLA project?</p><p>01:00:45:04 &#8211; 01:01:10:07<br />Unknown<br />It was such a fun and educational, project. I had so much fun this summer doing it that it didn&#8217;t even feel like a job. It, genuinely all the different skills, I got to learn from week to week and, just the way I was so different from week to week, was really great.</p><p>01:01:10:07 &#8211; 01:01:34:14<br />Unknown<br />And this is the variety of things you get to do. It&#8217;s. I, I didn&#8217;t realize it, till we did, like, our final presentation at the end. Or even, like, putting that presentation together is just how much stuff we were able to do. And that was so cool because it was only ten weeks. And it didn&#8217;t feel like ten weeks.</p><p>01:01:34:14 &#8211; 01:01:36:12<br />Unknown<br />So. Yeah.</p><p>01:01:36:12 &#8211; 01:02:07:04<br />Unknown<br />Okay. So yeah, for me, still is. It&#8217;s also like about, like be confident about that either, like engineering and, I want to continue doing engineering and, it&#8217;s also like about, that you are working with as many fields as I&#8217;ve mentioned. That&#8217;s right. You you can combine your programing skills like your, like soldering, like everything.</p><p>01:02:07:05 &#8211; 01:02:24:12<br />Unknown<br />And, just enjoy the process and and don&#8217;t be, like, pressured. That it&#8217;s something super difficult. It&#8217;s not like everything, is in Google or ChatGPT So you can just ask them and they will answer you.</p><p>01:02:25:01 &#8211; 01:02:54:12<br />Unknown<br />Excellent. I think the memorable thing for me is the, is, is, is watching these two students teach each other things and learn from each other, and, and, I think, yeah, the stuff STELLA is in this kind of a it&#8217;s almost like a catalyst for learning. It makes a lot of learning happen, and it&#8217;s all you know, centered around this device.</p><p>01:02:54:12 &#8211; 01:03:18:09<br />Unknown<br />But like Alexa pointed out, it crosses all these boundaries into other disciplines and other, topics. And, so it&#8217;s, yeah, I think of it almost like the spokes of a wheel, you know, it&#8217;s like this. So STELLA can be the hub in the middle. And there&#8217;s all of these topics and possible questions and things to explore that, that radiate out from that.</p><p>01:03:18:09 &#8211; 01:03:23:14<br />Unknown<br />And so yeah, it was just really a pleasure to work, work on this project.</p><p>01:03:23:14 &#8211; 01:03:42:04<br />Unknown<br />How has, working with STELLA changed your perspective on, NASA technology or space science or just, you know, remote sensing and all that? So how does it change your perspective basically on, on the various technologies that are out there?</p><p>01:03:42:04 &#8211; 01:04:03:12<br />Unknown<br />I can do that for me. I always thought that NASA it&#8217;s something so far from me that I maybe can get access to this on only after getting PhD, but, this summer I you find out that you don&#8217;t have to finish your PhD to work with some NASA materials. You can be even a high school kid.</p><p>01:04:03:13 &#8211; 01:04:19:06<br />Unknown<br />It&#8217;s. Yeah, it&#8217;s open source. And, you can do it even from your home. And, it doesn&#8217;t require some, like, super expensive equipment. You can just buy it on, on Digikey or Amazon and build on your own.</p><p>01:04:19:06 &#8211; 01:04:42:15<br />Unknown<br />I think for me, I, the part of the NASA was focused on is the, like other planets, space access, aspect of it. And getting to work spectrometers and also learning about how it can be used to track wildfires, vegetation health and all these different, applications.</p><p>01:04:43:00 &#8211; 01:05:03:02<br />Unknown<br />Just on Earth was really cool. And then having also, the ability to build an instrument, that&#8217;s not super expensive. That&#8217;s super simple to use. To actually see that on a smaller scale was was really cool.</p><p>01:05:06:15 &#8211; 01:05:11:05<br />Unknown<br />surprised you most about working with solar technology? And again, this goes to anyone.</p><p>01:05:11:05 &#8211; 01:05:34:15<br />Unknown<br />for me, it was really surprising. The, in the end, when we were comparing our data with, Landsat data, we had the the satellite. What? The name phone was the one set, right? Yeah. So when we were comparing results with when I said I was surprised when our results got really like they were very, very close.</p><p>01:05:35:00 &#8211; 01:05:57:01<br />Unknown<br />And that&#8217;s why I was, I was really surprised that, with this very cheap machine, like, can take same result as something that is in the, in space, which is like very, very far away. And, I had a feeling like I touched something like, like something super Samsung unusual.</p><p>01:05:57:01 &#8211; 01:06:21:12<br />Unknown<br />I, I think that thing that was, I was, I was surprised how I wasn&#8217;t sure what to expect, honestly, with, like, where are we going to be able to get all the parts we needed? You know, I mean, at the beginning of this, I really wasn&#8217;t sure if we were, you know, the goal is to make for spectrometers, but I had no idea if it was really going to happen or not.</p><p>01:06:21:12 &#8211; 01:06:44:14<br />Unknown<br />You know, we had ten weeks and we had all these other goals like, okay. And so I think, you know, we got the parts took about a week. We got the and then they built them so quickly that we had plenty of time to work on other things, which was so great. And, and basically every time we met, it was kind of like, okay, what are we going to do next?</p><p>01:06:44:14 &#8211; 01:07:05:01<br />Unknown<br />You know, like and and so I guess for me, it just what was surprising about the whole program is how it kind of, there was kind of a feedback loop and, almost a snowballing effect where it got better and better as we went along because we got, we got to do more and learn more and discover as we went.</p><p>01:07:05:01 &#8211; 01:07:15:07<br />Unknown<br />So I think that was I thought it was just going to be making spectrometers. Honestly, I didn&#8217;t think we were going to do everything else that we ended up doing.</p><p>01:07:16:08 &#8211; 01:07:49:03<br />Unknown<br />Excellent. And Alexa, I think what surprised surprised me the most, was just, how much? You could do with the spectrometers and what kind of different experiments you can use them for, because there&#8217;s so much more even than what we did. I know one of the things I ended up doing was I collected a variety of leaves, and then I, left them on my desk for, like, a week.</p><p>01:07:49:04 &#8211; 01:08:16:03<br />Unknown<br />And then I compared the spectral measurements of when I first got them, and then a week later, which is really cool, because then you get to see the drop in the infrared and then, the, absorption, absorption. And like, the blue and red, parts of the spectrum on the graph. And it was cool to physically see that just on something I left on my desk for a week.</p><p>01:08:16:04 &#8211; 01:08:37:07<br />Unknown<br />But even that, like when I went through the GitHub, some of the suggestions of different experiments, there&#8217;s so much that you can do and there&#8217;s so, so much you can learn. Just like with any spectrometer. Excellent. No. Good question. Did you, did you use a, any kind of white reference? Normalize your,</p><p>01:08:37:08 &#8211; 01:08:58:02<br />Unknown<br />Okay. What did you what did you all use? What was your. We had a we essentially took a piece of construction paper. And put it we taped it to a box, so that, when we were outside that it could just, sit on the grass. And then we, took calibration measurements from it.</p><p> </p></div></div></div></div></div>								</div>
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									<p>Related story: <em><a href="https://science.gsfc.nasa.gov/stella/inna-shapovalenko-alexa-matson-open-source-engineering-for-the-future-stem-workforce/">Inna Shapovalenko and Alexa Matson: Open-Source Engineering for the Future STEM Workforce with STELLA</a> </em></p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/student-voices-real-engineering-success-with-stella-instruments/">Student Voices: Real Engineering Success with STELLA Instruments</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Preparing Tomorrow&#8217;s STEM Workforce: STELLA Technology in Education</title>
		<link>https://science.gsfc.nasa.gov/stella/preparing-tomorrows-stem-workforce-stella-technology-in-education/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Mon, 21 Jul 2025 19:44:46 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[Engagement]]></category>
		<category><![CDATA[Helio-STELLA]]></category>
		<category><![CDATA[Instruments]]></category>
		<category><![CDATA[News]]></category>
		<category><![CDATA[STELLA-1.1]]></category>
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		<category><![CDATA[STELLA-AQ]]></category>
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		<category><![CDATA[Use Case]]></category>
		<category><![CDATA[Video]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[engineering]]></category>
		<category><![CDATA[manufacturing]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[STEM]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3187</guid>

					<description><![CDATA[<p>Lynn Nichols now PK-12 Director of Education Technology at Gilman, showcases how NASA's STELLA technology is building critical 21st-century skills and preparing students for STEM careers.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/preparing-tomorrows-stem-workforce-stella-technology-in-education/">Preparing Tomorrow&#8217;s STEM Workforce: STELLA Technology in Education</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">Bringing NASA Technology to the Classroom: One Educator's Mission to Transform STEM Learning</h2>				</div>
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									<p class="mb-2 whitespace-pre-wrap"><strong>An innovative teacher is using NASA&#8217;s STELLA instrument to bridge the gap between space technology and K-12 education, creating hands-on learning experiences that prepare students for tomorrow&#8217;s workforce.</strong></p><h2 style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); font-size: 24px; font-weight: 600; margin-top: 2rem; margin-bottom: 1rem; color: #111827; line-height: 1.33333; font-family: Inter, sans-serif; border: 0px solid #e3e3e3;">The Foundation &#8211; TPACK Framework in Action</h2><p class="mb-2 whitespace-pre-wrap" style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); margin-bottom: 1.25em; white-space-collapse: preserve; color: #374151; font-family: Inter, sans-serif; font-size: 16px; border: 0px solid #e3e3e3;">Lynn Nichols draws from her dissertation research on makerspaces to explain how NASA&#8217;s STELLA technology fits into proven educational frameworks. Using the TPACK model (Technology, Pedagogy, and Content Knowledge), she emphasizes that teachers need hands-on experience with STELLA before successfully incorporating it into their classrooms. This approach ensures that technology integration enhances rather than disrupts effective teaching practices.</p><h2 style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); font-size: 24px; font-weight: 600; margin-top: 2rem; margin-bottom: 1rem; color: #111827; line-height: 1.33333; font-family: Inter, sans-serif; border: 0px solid #e3e3e3;">Real-World Science in the Classroom</h2><p class="mb-2 whitespace-pre-wrap" style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); margin-bottom: 1.25em; white-space-collapse: preserve; color: #374151; font-family: Inter, sans-serif; font-size: 16px; border: 0px solid #e3e3e3;">Students using STELLA engage in authentic scientific research that mirrors professional environmental work. Through spectral analysis and NDVI (Normalized Difference Vegetation Index) measurements, they can instantly determine plant health and distinguish between vegetation and non-vegetation surfaces. This immediate feedback creates engaging learning experiences while building technical competencies in remote sensing and data analysis.</p><h2 style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); font-size: 24px; font-weight: 600; margin-top: 2rem; margin-bottom: 1rem; color: #111827; line-height: 1.33333; font-family: Inter, sans-serif; border: 0px solid #e3e3e3;">From Local to Global &#8211; Connecting Classroom Data to Satellite Observations</h2><p class="mb-2 whitespace-pre-wrap" style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); margin-bottom: 1.25em; white-space-collapse: preserve; color: #374151; font-family: Inter, sans-serif; font-size: 16px; border: 0px solid #e3e3e3;">The STELLA program creates powerful learning connections by combining hands-on measurements with Landsat satellite data. Students study real environmental challenges, such as comparing urban heat island effects between Providence and Buffalo, or measuring chlorophyll levels in the Chesapeake Bay. This approach helps students understand how local observations connect to broader environmental patterns.</p>								</div>
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									<p>&#8220;I think the connections between their community and everything that <strong>Landsat</strong> is doing, I think are really powerful and an important takeaway. You know, so much of what we&#8217;re able to do here, at ground level is because of advancements that <strong>NASA</strong> has made and then, you know, shared with the country and the world.&#8221;</p>								</div>
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									<h2 style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); font-size: 24px; font-weight: 600; margin-top: 2rem; margin-bottom: 1rem; color: #111827; line-height: 1.33333; font-family: Inter, sans-serif; border: 0px solid #e3e3e3;">Innovation and Problem-Solving</h2><p class="mb-2 whitespace-pre-wrap" style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); margin-bottom: 1.25em; white-space-collapse: preserve; color: #374151; font-family: Inter, sans-serif; font-size: 16px; border: 0px solid #e3e3e3;">Nichols envisions students using STELLA for community-focused projects that develop both technical skills and civic engagement. From building and monitoring water irrigation systems to improving school air quality, students identify local problems and use STELLA to evaluate their solutions. Advanced applications include attaching STELLA sensors to robots for environmental monitoring, creating direct connections to NASA&#8217;s Mars rover missions.</p><h2 style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); font-size: 24px; font-weight: 600; margin-top: 2rem; margin-bottom: 1rem; color: #111827; line-height: 1.33333; font-family: Inter, sans-serif; border: 0px solid #e3e3e3;">Workforce Development Impact</h2><p class="mb-2 whitespace-pre-wrap" style="--tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(59, 130, 246, .5); --tw-ring-offset-shadow: 0 0 rgba(0,0,0,0); --tw-ring-shadow: 0 0 rgba(0,0,0,0); --tw-shadow: 0 0 rgba(0,0,0,0); --tw-shadow-colored: 0 0 rgba(0,0,0,0); margin-bottom: 0px; white-space-collapse: preserve; color: #374151; font-family: Inter, sans-serif; font-size: 16px; border: 0px solid #e3e3e3;">This educational approach directly addresses the growing need for skilled professionals in environmental science, precision agriculture, and geospatial technology. Students develop job-ready skills in data collection, analysis, and scientific methodology while working with the same tools used by NASA professionals and industry leaders. The result is a pipeline of STEM-literate graduates prepared for high-demand careers in emerging technology sectors.</p>								</div>
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					<h3 class="elementor-heading-title elementor-size-default">Transcript</h3>				</div>
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									<div class="relative flex flex-shrink-0 flex-col items-center"><div class="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full"><div class="relative flex h-9 w-9 items-center justify-center rounded-sm p-1 text-white" title="All ChatGSFC"><div class="h-6 w-6"><div class="overflow-hidden rounded-full"><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So incorporating STELLA into the classroom, I think follows just general good pedagogy in general. Sort of. Sorry. Let me think about this for a second. So incorporating STELLA into the classroom uses regular classroom pedagogy, I think.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So it ties into my research. I do, as part of my dissertation work, I&#8217;m looking at, how makerspaces tie in with our traditional sort of understanding of te pack, which is technology pedagogy and content knowledge. It&#8217;s a framework, a theoretical framework created by Mishra and Kolar. And it talks about how essentially, in order to incorporate technology effectively into teaching, teachers need to have an individual full technological knowledge of whatever they&#8217;re working with and individual content, knowledge of their content area and, and pedagogical knowledge.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> But in addition to those three separate buckets, they also need a combined bucket of how all of those interact. And, so my work sort of extends that to makerspaces. And knowledge of broadening access to Stem. And so my sort of thought is that they need those that sort of try combined knowledge, but they also need knowledge of how to get students into Stem.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And they also have it all situated sort of in makerspace contexts. So teachers using these makerspace technologies in an effective way to sort of do all of the above. And I think that the STELLA and incorporating the STELLA into the classroom very much follows, those sort of frameworks that, that I just mentioned. It is something that to get teachers to use it, they really need an opportunity to play with it and think about how they would design for their own classrooms using using STELLA&#8217;s.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> They also, you can do this through design challenges without me. Sharon Kolar originally sort of, created this. They gave teachers challenges to incorporate a technology into their pedagogy. And through that challenge, teachers really started to to build that t pack that combined knowledge. And I think, by working with you sort of in thinking about how I could incorporate STELLA into my classes, into my robotics classes, into the National Science Foundation, Noyce grant teacher work.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> That sort of served as the challenge to figure out how the STELLA would sort of naturally enhance the content, how I would structure my classes to bring it in and how I could, you know, sort of fit it into my traditional sort of pedagogical approach to teaching and learning.</p><p class="mb-2 whitespace-pre-wrap"><strong>Mike Taylor:</strong> So can you walk me through some, say, STELLA activities that you&#8217;ve developed for your study? </p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> Yeah, absolutely. Can you give me one second? I&#8217;m just going to open them up so that I can talk more. I can give you the specifics of everything that that we&#8217;ve done. So the first thing that we talked about with, STELLA was how it interacts with plants. And so we. And you also were part of this, talked about how when, light from the sun is interacting with a plant leaf, it is, producing and reflecting, near infrared wavelengths. It&#8217;s also, you know, we&#8217;re seeing that sort of, reflecting of the green, sort of wavelengths, too.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> But that near infrared pieces is what I think is really interesting. And so in doing, in developing these activities, I was doing some research and stumbled across a, it was a, an apple tree study where they were looking at blight with an apple tree, and they saw that there was a very, significant and pretty immediate dip in the near infrared, compared with the green sort of wavelengths.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I think it took I&#8217;m looking at the data correctly. It took like about seven days to see a dip, sort of in the, in the green. But it was, I think, day. Gosh, what was that? They were starting to see sort of weird things happening with the near infrared after day one. Which was really interesting.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So that was sort of my first thought was, how can we bring those connections in? And so from there, I really, you know, it&#8217;s sort of a back and forth between, hearing from you about what STELLA can do and then also doing research into how STELLA can reinforce content and reinforce, sort of important sort of takeaways that we want students to have.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So the activities that we developed and I&#8217;m still opening them up, I build slideshow and slideshow on slideshow. So the first activity was, an activity on monitoring vegetation health. And so we know that, access to nutritious food, you know, impacts your ability to grow, but it also impacts your brain development. And we know that access to nutritious food early on can really make a difference in terms of IQ and sort of long term health.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And so if you don&#8217;t have enough food in the first thousand days of your life, your brain may never reach its full potential is, sort of a takeaway from one of the podcasts that we listened to. We also know that, in farming, it&#8217;s something like 70% of water, is used by farming. And of that 70%, 40% is lost to the environment due to poor irrigation.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And so if we can, better sort of target what needs water when we can help reduce that sort of loss of water. Let&#8217;s see. And so the we used STELLA to collect data on, plants, and we looked at reflectance, irradiance and ndVi data to determine the health of the plant. And then sort of discussed that, with our groups, and that was a nice introductory kind of activity to how to use the STELLA and the data viewer and all of those pieces in order to, introduce teachers and students to the functionality of STELLA, while also, sort of reinforcing some sort of biology content with that.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> We also there was also some additional readings on using Landsat to measure Chlorophyl in the Chesapeake Bay and then, chlorophyl and sea surface temperature. That was, interesting. We also talked about urban heat islands. And so, we know that I&#8217;m going back to my stats, so the Landsat seven satellite helps to determine the impact of, lack of trees on a region.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So there was a comparison done between Providence, Rhode Island and Buffalo, New York. And, there are similar latitudes. Providence is 83% densely developed in terms of urban development. And Buffalo, I think is 43% densely developed. Providence had temperatures that were nearly 20 to 22 degrees warmer, than the surrounding towns, whereas Buffalo was only 13 degrees warmer than the surrounding towns.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So we were really like looking at that urban heat island effect, with that sort of Landsat study. And to, sort of use STELLA to hammer these points home. We talked about how we used a heat lamp and compared, the temperature of a surface, that had some foliage blocking it in comparison, without foliage blocking it, and looked at the sort of temperature comparisons.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> We also looked at green spaces and downtown Baltimore. So there&#8217;s a study and it indicates that, an increase in tree density of one standard deviation for, a region can be associated with a 24% lower prevalence of asthma in that region. And so we talked about how, you know, STELLA could be used to monitor temperatures in cities, based on, sort of increased green spaces and where we could add green spaces into our cities in order to, to reduce asthma and, and reduce those heat island kind of effects, because asthma is sort of associated with some of those heat island pieces.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And then the last activity, we looked at air quality. And so this was related to that, the Landsat piece, the Landsat eight Operational Land Imager, that collected this green vigor, collected it was used to predict the concentration of particulate matter less than ten micrometers in Delhi, India. And so great, we know that pollution and air quality are well-documented issues in India.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And atmospheric visible spectrum reflectance data collected from Landsat 8 passes was reviewed and compared with data from the Central Pollution Control Board for corresponding dates. And that was a study from 2017. And so for that activity, we looked at how, STELLA, air quality pieces could be used to look at air quality in classrooms and help sort of benefit that.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And so these were all designed as sort of introductory activities with STELLA. They all use graphs. And so looking at the data, graphing the data, from the spectrometer, some of it is, you know, just very clearly, you know, following a trend that students can make predictions on other pieces are just really helpful for them for making long term sort of judgment calls, the NDVI value, for example, is something that, you know, students can get an immediate sort of snapshot of how a plant is doing or if they&#8217;re even looking at a plant or if they&#8217;re looking at something else, like cement.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And so I think that in terms of developing the activities, it&#8217;s a really cyclical process. Looking at previous Landsat data, looking at how STELLA works, looking at content and how those pieces can be combined and sort of a more authentic way that can help students engage with STELLA and engage with Stem in their community.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> So, I mean, off the top of my head, I could see students building a water irrigation system and still being used to monitor which, system is sort of working best for the plants based on, how how happy those plants are from an ndVi standpoint. I could also, you know, see something similar, for air quality for students, you know, using something like moss to, try to improve air quality and improve, you know, something, within their, their classrooms and within their schools and use, STELLA to, to monitor that.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I could see yeah. It just essentially having students identify problems within their community and then use it to help evaluate the efficacy of their planned intervention to address that problem. And I could also see, students using STELLA in conjunction with, you know, sort of other, digital fabrication kinds of pieces, you know, like attaching a STELLA to a robot and using, you know, designing a robot that would be able to go into, sort of more extreme environments and then use the STELLA to take readings, that kind of a thing and that, you know, sort of, mimics what we&#8217;re doing with, Mars rovers, which is a really cool, I think, connection for students to see.</p><p class="mb-2 whitespace-pre-wrap"><strong>Mike Taylor:</strong> what do you hope teachers take away from using STELLA in their classrooms?</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I think the connections between the, their, their community and everything that Landsat is doing, I think are really powerful and an important takeaway. You know, so much of what we&#8217;re able to do here, at ground level is because of advancements that NASA has made and then, you know, shared with with the country in the world.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I think that&#8217;s a really important takeaway is, is that our space program is so important. And really benefiting all of us in ways that we don&#8217;t immediately realize and understand. I know I&#8217;ve learned a lot about Landsat and how it benefits me and my community. And, my family through, the work that we&#8217;ve done together, which I think is really important.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I also think, anytime we can get teachers to see that incorporating as sort of like handheld, spectrometers and microcontrollers and Arduino into their teaching, in an organic and sort of meaningful way, just reiterates how accessible these tools are. I know a lot of teachers fear when they don&#8217;t immediately know everything about what they&#8217;re incorporating. And I think that while, you know, that can be really scary, I think it&#8217;s also just so important that teachers are trying new things and taking this sort of, risk with this accessible technology.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> It&#8217;s not really a risk, right? Taking, you know, a chance on this accessible technology in their classroom, I think is, an important takeaway, that it&#8217;s it&#8217;s something that&#8217;s easy to do and, and can really impact learning in a meaningful way. I think that, showing students that they can be citizen scientists, and use, use these tools in order to impact their communities is really important.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And, good takeaway for teachers. And I think that, just reminding teachers that 3D printing can be used to create these really useful tools, for their classroom and community. Are is also really important.</p><p class="mb-2 whitespace-pre-wrap"><strong>Mike Taylor:</strong> putting you on the spot here because of course, I&#8217;ll be listening. So what has it been like working directly with NASA scientists on an educational research? What has it been like working directly with, with NASA folks on, on STELLA&#8217;s? I guess we can rephrase it that way or whatever.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> It&#8217;s been a lot of fun. I really love talking with you, Mike. I love talking with Elana I&#8217;ve loved talking with Matt Pearce. And really, everybody that I&#8217;ve chatted with has been so interesting to, to talk to and to learn about what they&#8217;re doing with NASA. I have been just so appreciative of the time that you&#8217;ve you&#8217;ve just given so freely to help our, teacher fellows at Towson, learn about Landsat, learn about STELLA.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> And I really appreciate you giving up, you know, some of your weekend time to, to help us really, learn more about everything that is happening with NASA. I feel like everyone has been so kind and, so accessible and really helped us. And our students learn whenever we ask, which I appreciate, because I know I ask a lot.</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I, I appreciated you coming, on zoom to speak with my students about everything with NASA and, Landsat and GIS. So thank you so much for that. It&#8217;s been really wonderful to work with everyone.</p></div></div></div></div></div>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/preparing-tomorrows-stem-workforce-stella-technology-in-education/">Preparing Tomorrow&#8217;s STEM Workforce: STELLA Technology in Education</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Bringing NASA Technology to the Classroom: One Educator&#8217;s Mission to Transform STEM Learning</title>
		<link>https://science.gsfc.nasa.gov/stella/bringing-nasa-technology-to-the-classroom-one-educators-mission-to-transform-stem-learning/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Mon, 14 Jul 2025 00:39:35 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[Engagement]]></category>
		<category><![CDATA[Helio-STELLA]]></category>
		<category><![CDATA[Instruments]]></category>
		<category><![CDATA[News]]></category>
		<category><![CDATA[STELLA-1.1]]></category>
		<category><![CDATA[STELLA-1.2]]></category>
		<category><![CDATA[STELLA-AQ]]></category>
		<category><![CDATA[STELLA-Q2]]></category>
		<category><![CDATA[Use Case]]></category>
		<category><![CDATA[Video]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[engineering]]></category>
		<category><![CDATA[manufacturing]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[STEM]]></category>
		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3159</guid>

					<description><![CDATA[<p>Lynn Nichols transforms STEM education using NASA's STELLA instrument, bridging 3D printing, robotics &#038; space technology in K-12 classrooms.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/bringing-nasa-technology-to-the-classroom-one-educators-mission-to-transform-stem-learning/">Bringing NASA Technology to the Classroom: One Educator&#8217;s Mission to Transform STEM Learning</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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									<p class="mb-2 whitespace-pre-wrap"><strong>An innovative teacher is using NASA&#8217;s STELLA instrument to bridge the gap between space technology and K-12 education, creating hands-on learning experiences that prepare students for tomorrow&#8217;s workforce.</strong></p><p class="mb-2 whitespace-pre-wrap">Lynn Nichols discovered a remarkable teaching tool when she was introduced to NASA&#8217;s STELLA instrument—a 3D-printed handheld spectrometer that combines everything she loves about STEM education. &#8220;I love working with STELLA because it is so based on Arduino technologies and other kinds of microcontroller pieces,&#8221; explains the Instructional Technology Coach at Gilman School.</p><h3>From Robotics to Space Technology</h3><p class="mb-2 whitespace-pre-wrap">Her path to educational technology leadership wasn&#8217;t traditional. Through the Virginia Space Grant Consortium, Lynn participated in BLAST camps and dove into First Tech Challenge robotics competitions. This hands-on experience with microcontrollers, Arduino programming, and electronics became the foundation for her current work with NASA&#8217;s STELLA instrument—a 3D-printed handheld spectrometer that embodies her STEAM education philosophy.</p><h3>Real-World Impact in the Classroom</h3><p>The STELLA instrument naturally incorporates multiple STEAM disciplines: students engage in digital fabrication through its 3D-printed casing, develop electronics skills through soldering components, and apply data science concepts through real-world environmental monitoring. Lynn&#8217;s students use these NASA-developed tools to monitor urban heat islands, assess vegetation health for food security, and measure air quality—directly connecting classroom learning to global environmental challenges and space missions.</p>								</div>
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									&#8220;We all need to be able to breathe good air. We all need to be able to stay safe in the summer when temperatures are rising,&#8221; Lynn emphasizes. &#8220;STELLA really creates opportunities for engagement with students, and ways for students to get excited about the world around them.&#8221;								</div>
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									<h3>Preparing Tomorrow&#8217;s Workforce</h3><p class="mb-2 whitespace-pre-wrap">Lynn&#8217;s approach represents more than just innovative teaching—it&#8217;s workforce development in action. By combining traditional mathematics and science curricula with cutting-edge manufacturing technologies, robotics programming, and NASA applications, she is preparing students with the practical skills and problem-solving mindsets needed for careers in engineering, manufacturing, and technology fields.</p><p class="mb-2 whitespace-pre-wrap">Her work with STELLA demonstrates how educators can successfully integrate NASA technology into accessible classroom experiences, making STEM education more relevant and engaging while building the technical workforce of tomorrow.</p>								</div>
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									<div class="relative flex flex-shrink-0 flex-col items-center"><div class="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full"><div class="relative flex h-9 w-9 items-center justify-center rounded-sm p-1 text-white" title="All ChatGSFC"><div class="h-6 w-6"><div class="overflow-hidden rounded-full"><strong>Mike Taylor:</strong> So sitting here with Lynn Nichols. Lynn, thank you for joining me. And if you could, please give me a bit of your background.</div></div></div></div></div><div class="relative flex w-11/12 flex-col agent-turn"><div class="flex flex-col gap-1"><div class="flex max-w-full flex-grow flex-col gap-0"><div class="text-message flex min-h-[20px] flex-col items-start gap-3 overflow-visible [.text-message+&amp;]:mt-5" dir="auto"><div class="markdown prose message-content dark:prose-invert light w-full break-words dark:text-gray-100"><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> I am currently a pre-K through 12 instructional technology coach at the Gilman School. I also teach mathematics and robotics and technology.</p><p class="mb-2 whitespace-pre-wrap">I am also working on a PhD in instructional technology at Towson University. Specifically, I&#8217;m looking at how makerspace technologies can be used to broaden access to STEM. And I also do a lot of work with microcontrollers as part of my work with robotics. I love working with Arduinos, and I&#8217;ve done some really cool BattleBots activities with microcontrollers, which are really fun too.</p><p class="mb-2 whitespace-pre-wrap">And so I love working with STELLA because it is so based on Arduino technologies and other kinds of microcontroller pieces. I also love playing Ultimate Frisbee and I enjoy doing any astronomy activities that I can get my hands on.</p><p class="mb-2 whitespace-pre-wrap"><strong>Mike Taylor:</strong> How did you first learn about the STELLA instrument and what drew you to focus on them as educational tools?</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> Yeah. So Elana Resnick introduced me to you, Mike. And you introduced me to this STELLA tool, to sort of our work at how we can leverage it to enhance mathematics curriculum. And I saw that as a really incredible opportunity to get teachers connected with NASA and connected with handheld spectrometers that they can really easily employ in their classrooms.</p><p class="mb-2 whitespace-pre-wrap">So, the work that we did with Towson University, their National Science Foundation Noyce Grant teacher fellows, I think really demonstrates how it can be used in an effective way. We used STELLA to talk about all of the data applications of using the handheld spectrometers to measure temperature and look at urban heat islands and talked about how it can be used to check vegetation health in order to make sure that we have access to nutritious food across the country and crops are not endangered.</p><p class="mb-2 whitespace-pre-wrap">And then we also looked at how it can be used to check air quality. We know that that is just such an important piece of student health. And so all of those really help connect students with digital fabrication and industrial manufacturing and all of the amazing things that NASA is doing with Landsat and how Landsat really helps protect our health and our access to nutritious food and our air quality.</p><p class="mb-2 whitespace-pre-wrap"><strong>Mike Taylor:</strong> What made you see the connection between STELLA and STEAM making?</p><p class="mb-2 whitespace-pre-wrap"><strong>Lynn Nichols:</strong> It&#8217;s 3D printed.</p><p class="mb-2 whitespace-pre-wrap">I mean, that&#8217;s the first and foremost piece is that it&#8217;s all the 3D printed casing. And that is just so naturally related to digital fabrication. Also, all of the soldering pieces—you know, soldering is something that we do really regularly in our robotics classes. And so that&#8217;s something that students are used to and we do pretty regularly and felt like a natural connection to STELLA. The data analysis that goes into taking the readings and then looking at the results is also something that is a natural connection to our math classrooms and curriculum.</p><p class="mb-2 whitespace-pre-wrap">And I always think that the microcontroller connections are just so cool. I love using Arduinos for different kinds of things. It&#8217;s a great introductory tool to electronics and to coding for students. They&#8217;re very powerful for really helping students segue into more advanced coding topics. It gives nice introductions to things like loops, arrays.</p><p class="mb-2 whitespace-pre-wrap">You can also do a lot of conditional logic pieces with them. And so it&#8217;s just like a nice coding tool and all of that is wrapped up in a STELLA.</p></div></div></div></div></div>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/bringing-nasa-technology-to-the-classroom-one-educators-mission-to-transform-stem-learning/">Bringing NASA Technology to the Classroom: One Educator&#8217;s Mission to Transform STEM Learning</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>NASA STELLA Spectrometry Webinar featuring Dr. Craig Kohn</title>
		<link>https://science.gsfc.nasa.gov/stella/nasa-stella-spectrometry-webinar-featuring-dr-craig-kohn/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Tue, 20 May 2025 20:40:20 +0000</pubDate>
				<category><![CDATA[Callout-Frontpage]]></category>
		<category><![CDATA[Education]]></category>
		<category><![CDATA[Engagement]]></category>
		<category><![CDATA[Instruments]]></category>
		<category><![CDATA[News]]></category>
		<category><![CDATA[Outreach]]></category>
		<category><![CDATA[STELLA-Q2]]></category>
		<category><![CDATA[Use Case]]></category>
		<category><![CDATA[Video]]></category>
		<category><![CDATA[Webinar]]></category>
		<category><![CDATA[Agriscience]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[spectroscopy]]></category>
		<category><![CDATA[STEM]]></category>
		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=1318</guid>

					<description><![CDATA[<p>On May 20, 2025, NASA hosted a webinar showcasing the STELLA (Science and Technology Education for Land and Life Assessment) project featuring Dr. Craig Kohn from Waterford Union High School. </p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/nasa-stella-spectrometry-webinar-featuring-dr-craig-kohn/">NASA STELLA Spectrometry Webinar featuring Dr. Craig Kohn</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">NASA STELLA Spectrometry Webinar <br>Featuring Dr. Craig Kohn</h2>				</div>
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									<p>On May 20, 2025, NASA hosted a webinar showcasing the STELLA (Science and Technology Education for Land and Life Assessment) project featuring Dr. Craig Kohn from Waterford Union High School. The presentation highlighted STELLA&#8217;s affordable DIY spectrometers that detect electromagnetic radiation across 18 non-continuous bands, serving as classroom analogs to NASA&#8217;s satellite technology.<br /><br />The webinar demonstrated assembly and programming of STELLA-Q2 units, at low cost and can be built by students without requiring specialized engineering skills. These instruments collect data for calculating normalized difference vegetation index (NDVI), allowing students to assess plant health by comparing reflected light and infrared radiation patterns similar to measurements captured by NASA&#8217;s Landsat satellites and the PACE mission.<br /><br />Dr. Kohn and his students shared classroom applications, including experiments measuring caffeine&#8217;s effects on radish growth using NDVI measurements. The presentation highlighted how STELLA instruments complement NASA Acres, an online platform that provides satellite-derived NDVI data, which students used to compare conventional and sustainable agricultural practices. Students enthusiastically engaged with both the hands-on STELLA devices and the NASA Acres platform to explore environmental and agricultural questions.</p>								</div>
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 	<li><span class="yt-core-attributed-string--link-inherit-color" dir="auto">How to build &amp; calibrate your own spectrometer</span></li>
 	<li>Classroom-ready NGSS-aligned AFNR-aligned materials developed and </span>field-tested through research-practice partnerships with educators.</li>
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									<p>Craig Kohn is a science and agriculture teacher at Waterford Union High School. He is also an education researcher focused on developing open-source curriculum to improve student science literacy. Craig holds degrees in biology and agriscience from UW–Madison and a dual PhD in environmental science and science education from Michigan State. A former NSF Graduate Research Fellow, he currently collaborates with NASA on the STELLA program. His work has earned state &amp; national recognition, including the NAAE Outstanding Young Educator Award, NSTA Toyota Tapestry Award, Wisc. Agriscience Teacher of the Year, and the Kohl Fellowship.</p>								</div>
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									<p><span class="yt-core-attributed-string--link-inherit-color" dir="auto">Dr. Kohn&#8217;s Open Source Curricula featuring the STELLA-Q2: </span><span class="yt-core-attributed-string--link-inherit-color" dir="auto"><a class="yt-core-attributed-string__link yt-core-attributed-string__link--call-to-action-color" tabindex="0" href="https://www.youtube.com/redirect?event=video_description&amp;redir_token=QUFFLUhqbnExR21ELXdFLUlwSXlGTnM5VE5FWGVSQWdfd3xBQ3Jtc0trQktvblNsV2FFNGNjSlY5c05ERjhwOXh3X2lzTTE0bS1iSDR5ZzZqejQ5d0V5SmVGU3UwTGxVd2otYjd4YmttT1Y2cXFfbnhBdjlvSkJzRTNBZXV2Nkk1cjB4T044Y1BpVVJUeVhiZFNGTzZldEUxSQ&amp;q=https%3A%2F%2Fwww.drkohn.org%2Fagriscience.html&amp;v=quo88PSg_iM" target="_blank" rel="nofollow noopener">https://www.drkohn.org/agriscience.html</a></span></p>								</div>
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									<p>0:01</p><p>Hello, and thank you for joining us for a STELLA webinar with our special guest, doctor Craig Kohn.</p><p>0:10</p><p>so, I&#8217;ll go ahead and introduce myself real quick and then introduce our our wonderful guest here, Craig Kohn.</p><p>0:17</p><p>So my name is Mike Taylor. I&#8217;m with the Landsat communications public engagement group. And, I&#8217;m also the STELLA team lead.</p><p>0:26</p><p>All right. And this is our amazing, amazing, wonderful, awesome guest. Craig Kohn and I&#8217;ve known him for, what, over a year now?</p><p>0:34</p><p>I met you at the Commodity Classic, in 2024. And all the educators there were like, you got to meet this guy.</p><p>0:42</p><p>And I did, and it&#8217;s just been amazing ever since. So with that, please go ahead, Craig, introduce yourself.</p><p>0:49</p><p>And, go for it. All right. That&#8217;s high praise. Howdy, folks.</p><p>0:55</p><p>So I am just getting off of teaching here. I&#8217;ve been at a full day of teaching, so I&#8217;m, like, playing catch up here.</p><p>1:01</p><p>So if I seem a little, like, flustered, that&#8217;s why I just got done with the class and rushed over here from a different classroom.</p><p>1:07</p><p>So the joys of teaching. So I&#8217;m going to go ahead and share my screen here in just a second.</p><p>1:13</p><p>We want that one and it should look like that. Hopefully everyone can see it.</p><p>1:19</p><p>I have a couple students coming in here. One of us, one of them just joined us. So in a moment you might see some faces joining me.</p><p>1:25</p><p>These are students we have here at Waterford High School who have worked on the STELLA project with us. Yep. So if you to come around you can say hi.</p><p>1:30</p><p>So for example, this one I&#8217;m going to look as good as here. You&#8217;ll be talking with us briefly about his experiences as well.</p><p>1:37</p><p>So actually yeah. So you should be able to see my screen. Mike, does that look right to you?</p><p>1:43</p><p>It&#8217;s looking pretty good to me. All right. Perfect. So let&#8217;s dive right in. So quick overview of what we&#8217;re doing here.</p><p>1:50</p><p>This is actually a presentation that I did at a Wisconsin&#8217;s, society for Science Teachers conference.</p><p>1:56</p><p>That&#8217;s kind of our state in star version. And this was way back in March. We did this, we were going to record it.</p><p>2:03</p><p>Unfortunately, what happened was we lost Wi-Fi. Luckily, I already had the presentation open</p><p>2:09</p><p>so I could go through it without being in presenter mode. But we&#8217;re doing this again, in part so we can reach more people, in part</p><p>2:14</p><p>so we can have a recorded version, and in part because it&#8217;s such a great story, we love to tell it as often as we can.</p><p>2:20</p><p>So I&#8217;ll briefly talk about who I am and why I&#8217;m here. We&#8217;ll give an overview of STELLA and what it involves</p><p>2:26</p><p>and what it looks like and how it can be used. I will do a demo of how to assemble a STELLA-Q2 model and how to program it.</p><p>2:34</p><p>I&#8217;ll show you some sample curriculum that we have, and we&#8217;ll have some time for Q&amp;A here at the end, and have some students chime</p><p>2:40</p><p>in about their experiences and all that sort of stuff as well. Throughout this entire presentation, if you&#8217;re interested</p><p>2:46</p><p>in getting access to the links or anything for reuse, for resources or curriculum, all of that is publicly available.</p><p>2:52</p><p>All of it is open source. You are welcome to use it as much as you want. Modify it, change it however you like.</p><p>2:57</p><p>That&#8217;s why it is there. So, if you happen to have a device with you, these QR codes will take you to my website where everything is located.</p><p>3:05</p><p>The purple QR code will take you to this presentation where all the links are found. If you happen to need it.</p><p>3:10</p><p>I&#8217;m going to go back a slide here real quick, and you can see that our Bitly link is up here.</p><p>3:16</p><p>So bit.ly slash t dash NASA will take you to this presentation as well.</p><p>3:23</p><p>So we&#8217;re trying to give you as many ways to get to it. I will have these links and things at the end as well. Without further ado.</p><p>3:29</p><p>Why would you want to do this? Well, you can learn about the spectrometers themselves, how they work, how they might help you, how they might work in your classroom.</p><p>3:36</p><p>We&#8217;ll walk you through how to build one. They&#8217;re very simple to build, not quite as simple to program, but it&#8217;s still very feasible.</p><p>3:42</p><p>I can do it. I&#8217;m not a programmer. We&#8217;ll talk about real world applications, especially in ecology and agriculture.</p><p>3:49</p><p>So if we if we invite a science teachers and agriculture teacher. So I&#8217;ll be talking to two different audiences</p><p>3:54</p><p>this very closely aligned to everything that you do. I know because I do both of those things.</p><p>4:00</p><p>Currently in the classroom, I teach both ed classes. I have two of those and I have three science classes, so I have my feet in both worlds.</p><p>4:06</p><p>We&#8217;ll talk about how this can be integrated in terms of what your students could do for projects. And we&#8217;ll have some of those folks coming in here</p><p>4:12</p><p>and broaden your understanding of what these standards are and how they work. I, my doctoral advisor was one of the,</p><p>4:19</p><p>people who was the impetus for NGSS. And so he was the, head of our research association when it was created.</p><p>4:27</p><p>And I was one of the authors of the national AFNR Academic Standards for Agricultural Education. So I know a lot about these.</p><p>4:34</p><p>We try to incorporate that into this as much as we can, so that people have a strong understanding of what they&#8217;re actually trying to do,</p><p>4:40</p><p>but no one cares about that. Let&#8217;s dive into the more important things. This is also something you may not care about, but I got to say it anyway.</p><p>4:46</p><p>So hello, I&#8217;m Craig Kohn. I am a teacher here at Waterford Union High School. I&#8217;ve been teaching for 18 years.</p><p>4:52</p><p>You can see my background. There&#8217;s a lot of stuff I&#8217;m affiliated with. But the big thing we&#8217;re talking about here today is STELLA.</p><p>4:59</p><p>So I also have research experience with the US Department of Energy at the Great Lakes Bioenergy Research Center.</p><p>5:05</p><p>I was a research fellow with the National Science Foundation. I currently live on a farm here in Wisconsin, and I teach</p><p>5:11</p><p>in a small, tiny rural school called Waterford High School. We have another one of our students with us. Do you want to wave? Hi.</p><p>5:17</p><p>They&#8217;re going to be coming and going because we&#8217;re a school. That&#8217;s how it works. So this is Cheyenne. She&#8217;s one of our researcher extraordinaire.</p><p>5:23</p><p>But yeah, let&#8217;s just dive in. So what is STELLA? STELLA is an acronym, stands for Science and Technology education for Land and Life Assessment.</p><p>5:32</p><p>The idea of the project is that we&#8217;re providing low cost DIY spectrometer tours that you can build in a school for pretty affordable price.</p><p>5:39</p><p>So it&#8217;s not cheap, but it&#8217;s pretty affordable. The idea is that we&#8217;re giving students access to opportunities</p><p>5:44</p><p>for remote sensing data, opportunities like data collection. Right. So, how can we use this kind of data</p><p>5:51</p><p>to address real world questions like, how should we produce food? Or are our habitats, under attack by disturbance or something like that?</p><p>5:59</p><p>So, I mean, it&#8217;s weird that you&#8217;re back there. It&#8217;s like you&#8217;re in the oh, you&#8217;re like the ringer girl.</p><p>6:06</p><p>Really quickly, what is spectral data? I mean, we&#8217;re assuming this is primarily an audience of teachers, but the idea is that we&#8217;re looking at electromagnetic radiation.</p><p>6:14</p><p>So we know that light and infrared radiation are just different size wavelengths of the same moving energy or same radiation.</p><p>6:20</p><p>Right. So we know that light energy, smaller wavelengths, infrared energy, the energy we feel this heat is larger wavelengths, but it&#8217;s all electromagnetic radiation.</p><p>6:28</p><p>That&#8217;s as x rays, as gamma rays as is all of these stuff. And so the STELLA units are able to detect 18 bands</p><p>6:35</p><p>of that electromagnetic radiation at those different wavelengths. So the idea is, again, we&#8217;re offering an affordable</p><p>6:42</p><p>opportunity to collect this kind of data in schools. And this is mimicking what is found on the Landsat satellites.</p><p>6:48</p><p>Obviously not the same quality, but it does the same kinds of things as the Landsat satellites do.</p><p>6:54</p><p>They detect infrared and light radiation at different wavelengths to address different kinds of questions?</p><p>7:01</p><p>The one that we really focus on is something called NDVI, which we&#8217;ll talk about here in a moment. But there&#8217;s a lot of other things we can look at as well with this data,</p><p>7:09</p><p>these Landsat satellites. And there are now nine, I believe, if that&#8217;s correct. Right, Mike?</p><p>7:14</p><p>That&#8217;s correct. Landsat Next due to launch 2031. Yep. So soon to be a 10th. And we can see that they&#8217;re looking at the Earth&#8217;s surface.</p><p>7:21</p><p>And the current satellites are looking at a pixel size of about 30 by 30m. That&#8217;s about literally the size of my class.</p><p>7:27</p><p>Well, no, just under the size of my classroom right now. Right. So just over. Anyway, it doesn&#8217;t matter.</p><p>7:33</p><p>The Landsat Next will be looking at a much finer position. That&#8217;s going to be great. There&#8217;s also one called pace that&#8217;s primarily</p><p>7:38</p><p>looking at ocean ecosystems but same kinds of things. What are we seeing for reflected heat and light.</p><p>7:44</p><p>And you might be wondering, well why do we care? Well, that tells us a lot of information. And primarily the one that we&#8217;re looking at</p><p>7:50</p><p>and we&#8217;ll be talking about in this presentation is known as NDVI or Normalized Difference and Vegetation Index.</p><p>7:56</p><p>In a nutshell, that&#8217;s the ratio of reflected heat and light absorbed and reflected. And so if we compare the amount of light to heat that is reflected,</p><p>8:04</p><p>we can get a sense for how well plants are functioning and performing. So for example, during photosynthesis we know that light is absorbed</p><p>8:12</p><p>and transformed into chemical energy. That means there&#8217;s less light that can be reflected back into space.</p><p>8:17</p><p>And so if we see less light reflected and more heat reflected, we know we have a healthier plant and we&#8217;ll have a higher NDVI score.</p><p>8:24</p><p>So we can see that in the image here on the left, 0.72 is closer to a maximum of 1.0.</p><p>8:30</p><p>On the other hand, if we have an unhealthy plant, it&#8217;s not going to absorb as much light during photosynthesis.</p><p>8:35</p><p>More of that light will be reflected back into space. That will give us a lower NDVI ratio,</p><p>8:41</p><p>and we&#8217;ll be closer to zero, or even as low as negative one. We&#8217;ll talk about that more in a moment, but that&#8217;s the gist of it.</p><p>8:47</p><p>The less light that&#8217;s reflected generally, the more healthy the plant, because the more photosynthesis that&#8217;s occurring.</p><p>8:53</p><p>And so we can see that in this example. So for my last presentation, when we did this in front of actual people in March, I had two plants I nicked from or snagged from Walmart.</p><p>9:02</p><p>And lo and behold, there happened to be unhealthy plants at Walmart, which worked out really well.</p><p>9:08</p><p>So I bought two identical ones. One that was healthy, one that wasn&#8217;t healthy, as well as one of their fake plants.</p><p>9:14</p><p>And I took these devices and I measured in we using them, and we could see that the healthy plant at a higher value were closer to a maximum of 1.0.</p><p>9:23</p><p>The less healthy plant had a lower NDVI and then the fake plant was way down below 0.5 because it&#8217;s obviously not photosynthesizing if it&#8217;s fake.</p><p>9:31</p><p>And so this gives us a sense for how well plants are performing by measuring the amount of light that is reflected back in</p><p>9:37</p><p>comparison to the amount of infrared radiation. We can do really cool things with this. With the Landsat satellites and the data they provide.</p><p>9:44</p><p>One of them is the Earth System Data Explorer. So it might be that you&#8217;re not able to make these instruments, but you can still use that same data.</p><p>9:52</p><p>And so, for example, if we look at the ones I already pulled up, there it is.</p><p>9:57</p><p>Let&#8217;s make this nice and big. Mike, can you see my screen okay. Yeah. You&#8217;re good. Awesome. All right.</p><p>10:03</p><p>So for example, what I plugged into this system was looking at the biosphere and vegetation and NDVI in May of last year, 2024.</p><p>10:13</p><p>And then on this side I did July of last year. And so we can see as I scroll from May to July, our coloration gets greener.</p><p>10:21</p><p>And based on the scale that tells us a better or higher NDVI level closer to one, that means that lighting it right now, because I just slit it.</p><p>10:30</p><p>So this May because I&#8217;m not seeing it. If you are. Oh. Okay, then.</p><p>10:37</p><p>Well, you just have to take my word for it. Yeah, yeah. And someone&#8217;s asking if you could make the screen bigger as well.</p><p>10:43</p><p>Absolutely. So. So it&#8217;s only showing that one tab.</p><p>10:48</p><p>And I don&#8217;t know why, but it doesn&#8217;t matter if you could see what I just saw,</p><p>10:54</p><p>you would see the slider moving back and forth. And you can see on the left is May with lower NDVI levels.</p><p>11:00</p><p>And on the right is, July with higher NDVI levels.</p><p>11:05</p><p>And so you can zoom in anywhere in the planet. You can set your parameters for different things or different times or both.</p><p>11:11</p><p>And you can see how NDVI changes as we go from season to season or year to year, or place to place or anything like that.</p><p>11:18</p><p>One thing you might also notice in this image is that we have Lake Michigan and Superior, and they actually have negative NDVI values.</p><p>11:24</p><p>And that makes sense, right? Because the light hits the surface of the water reflects back and the heat is being absorbed.</p><p>11:30</p><p>So it&#8217;s just the opposite. Right. So plants absorb light and reflect heat. Water reflects light and absorbs heat.</p><p>11:36</p><p>And so we&#8217;re gonna have negative NDVI values where that cold water is in the Great Lakes. So cool stuff.</p><p>11:42</p><p>All right. And for some reason when I did that that screwed up my let&#8217;s try that again.</p><p>11:48</p><p>Like, is that any better? Yeah. I mean it could be worse. Wi-Fi could be out So you know what?</p><p>11:55</p><p>We&#8217;re just going to roll with the punches here. So okay a couple quick things to show. Again I&#8217;m not going to go into too much detail</p><p>12:00</p><p>if you want to go back into the presentation. All of this stuff is linked. And you can get this anytime. But some examples of things we use in this way in our classes include this slide.</p><p>12:09</p><p>So in our agri science class we talk about changes in greenness over time. And so for example we can see changes to NDVI from the 1980s to 2013.</p><p>12:18</p><p>And we can see like for us here in Wisconsin, in the Midwest we are in the red, which means that NDVI values went down.</p><p>12:24</p><p>We have less photosynthesis now than we did 20, 30, 40 years ago. And we can see other areas</p><p>12:29</p><p>like California, the West coast, the South have more green. That means the NDVI values went up,</p><p>12:35</p><p>more photosynthesis, less light being reflected. And we can start developing some hypotheses. But well, why would this be occurring in my class?</p><p>12:42</p><p>We then look at water usage next. And we tend to see there&#8217;s a correlation between where aquifers are being depleted</p><p>12:49</p><p>and we&#8217;re NDVI went up, and vice versa where aquifers are not being depleted, ndVi tends to go down</p><p>12:55</p><p>and we start to form some hypotheses and questions about, okay, are these two things connected. And we can start to infer that, well, maybe excess irrigation is enabling</p><p>13:03</p><p>more photosynthesis but at the expense of sustainable use of water. Right. So those are things we can start to investigate in more in depth with</p><p>13:10</p><p>and actually have a real world connection for our classes. Another example here, this is students who use the devices to measure their own research.</p><p>13:19</p><p>So in this particular case what the students did was they added caffeine to their treated radishes</p><p>13:25</p><p>as radishes as a model organism, fast growing cheap, etc. so great for that. And they compared them to the untreated radishes without caffeine.</p><p>13:33</p><p>And we can see that the difference in NDVI also correlated to the differences in mass and height,</p><p>13:38</p><p>that caffeine literally stunted the growth of our radishes. So they were smaller, shorter, and photosynthesize less,</p><p>13:43</p><p>which is kind of cool. And then we can talk more about this. We can assign quantitative assessments where we&#8217;re looking at differences in percentages, etc..</p><p>13:51</p><p>And we have a whole format for doing this, which we&#8217;ll get into. But again, as an example of what students could do with this kind of data.</p><p>13:58</p><p>So what do we have for options here. Well, we actually have for probably more than that now right. At least four options for STELLA.</p><p>14:04</p><p>Like are there more. Yeah. In fact, actually there&#8217;s STELLA- 2.0 and the Q are basically retired at this point.</p><p>14:12</p><p>But we do have, Heliophysics one. I would be remiss if I didn&#8217;t point that out.</p><p>14:17</p><p>And the, 1.2, which is up and coming, which I sort of teased a little earlier.</p><p>14:24</p><p>There we go. So this is already other day, but that&#8217;s okay, because science is always changing. So one we&#8217;re going to focus on</p><p>14:31</p><p>is the Q-2 I have tried to do the one point ones before. So when Mike and I met for the first time in Houston, I was super excited about the 1.1</p><p>14:38</p><p>for my abilities as a non electrical engineer. It&#8217;s a little bit beyond our grasp. So we tried to do it. We weren&#8217;t very successful.</p><p>14:45</p><p>Middling results, but the Q-2 is very feasible and affordable. And that&#8217;s the one we&#8217;re going to focus on.</p><p>14:51</p><p>So again there are other options. We&#8217;ll talk about them in a moment. But for the sake of making things feasible and these are easy.</p><p>14:57</p><p>We&#8217;ll talk about the Q-2 primarily here. So the Q-2 which is the more feasible one detects electromagnetic radiation</p><p>15:04</p><p>in 18 non continuous bands ranging from 410 nanometers to 940.</p><p>15:10</p><p>So we know visible light is somewhere between 410 and 7 something 16 more of a biologist than a physicist, but you get the idea.</p><p>15:19</p><p>So we&#8217;re going a little bit beyond the visible into the infrared, the energy we feel. Is it, one important note is that it&#8217;s 18 non continuous bands.</p><p>15:27</p><p>So any astrophysicists out there who want to measure like spectra from stars, unfortunately we&#8217;re not really fully capable of</p><p>15:34</p><p>doing that with this particular unit because it&#8217;s not continuous detection. And we would need continuous detection of light and infrared radiation</p><p>15:41</p><p>to make those inferences. For example, about what kind of elements are found in different stars or in the atmospheres of different plants.</p><p>15:47</p><p>So we can&#8217;t do that, but we can do things like NDVI which is really cool. And so this is a great introductory option.</p><p>15:53</p><p>Doesn&#8217;t require soldering or engineering skills or anything like that. It&#8217;s really just a plug and play kind of device.</p><p>15:59</p><p>Very feasible to program. We&#8217;ll get into the examples of how that works here in a moment. As far as the budget, the last time we did this, it cost us</p><p>16:06</p><p>just over $150 per unit to get this to work. These are things that are generally available.</p><p>16:11</p><p>Most of them are coming from two companies, Adafruit and SparkFun. They can have things to pretty quickly.</p><p>16:17</p><p>Our folks here at NASA sent something to me, and I had it in about four days. It arrived yesterday. And you&#8217;re going to see some of those components here.</p><p>16:24</p><p>So generally can be pretty feasibly done and affordably done unless they&#8217;re short on parts, which does sometimes happen.</p><p>16:32</p><p>So if you&#8217;re planning on doing this I would say order stuff early. So if you think you&#8217;re going to do this in September</p><p>16:37</p><p>or order stuff this summer, that way you give them plenty of time. Last year or at the start of this year when we try to order some things</p><p>16:44</p><p>in September. We didn&#8217;t get some parts till November, so it can be hit and miss. But again, the gist of this is that it&#8217;s usually affordable and feasible.</p><p>16:52</p><p>How do we assemble this? Well, we can get into it in a moment. I&#8217;m going to switch my camera over and stop sharing. And we&#8217;re actually going to assemble one together here really quick</p><p>16:59</p><p>just so that we can see what it looks like. So let&#8217;s switch that around here to this camera.</p><p>17:07</p><p>And we&#8217;re hoping that cameras going up there it comes. All right so there you go. Let&#8217;s turn on lights and we can see.</p><p>17:14</p><p>So on the STELLA website you can print off all the components. And it looks like this. And so I have all these scattered around.</p><p>17:21</p><p>But basically all you have to do is line up the components on the summary</p><p>17:26</p><p>and the description and the picture of each item. So for example we have a microprocessor called the Thing.</p><p>17:33</p><p>Plus it&#8217;s a weird name but that&#8217;s what it&#8217;s called ThingPllus 2040 microcontroller.</p><p>17:38</p><p>So I&#8217;m just going to put that there. And I&#8217;ve already connected that to the green button right there. And then over here I have the power button and battery.</p><p>17:47</p><p>So I&#8217;m going to do is line up each component of that.</p><p>17:53</p><p>If you hear chips crinkling in the background, that&#8217;s because I have kids here eating after school. And I mentioned that, this layout and all the STELLA’s is were developed,</p><p>18:03</p><p>and created by Paul Mirel who&#8217;s a genius and he&#8217;s here in the panel as well.</p><p>18:09</p><p>So if you have any, you know, technical questions or if you&#8217;re like, wow, that&#8217;s amazing.</p><p>18:15</p><p>That&#8217;s a lot of that is Paul, pretty much all of it. Yeah. And yeah, I don&#8217;t want to give any, confusing ideas that I had anything to do with this.</p><p>18:25</p><p>I&#8217;m the one just figuring out how to use their brilliant idea. So just to be absolutely clear, but that&#8217;s the genius of the system</p><p>18:31</p><p>is, again, all you have to do is line up each part. So for example, there&#8217;s only one way these can plug in. So you just look at where the pins are in that ports.</p><p>18:39</p><p>And then you line up the holes in the cable. These are quick cables. So they just pop in really easily.</p><p>18:44</p><p>And now we&#8217;ve just connected the clock. And then I already have the battery in the clock. Then we&#8217;ll take another wire and we will connect the triad sensor.</p><p>18:53</p><p>This is what actually detects the infrared and light radiation.</p><p>18:58</p><p>And we just plug that in like so if it doesn&#8217;t go in easily don&#8217;t push hard because you can easily bend the pins that are necessary for that connection.</p><p>19:06</p><p>And then last but not least, we&#8217;re going to connect the display. And voila we have a unit.</p><p>19:13</p><p>Now there&#8217;s a couple of things you could do. Obviously this won&#8217;t be very functional when it&#8217;s just a bunch of loose wires</p><p>19:18</p><p>all hanging out. So one option is you can 3D print, their housing.</p><p>19:24</p><p>So this is what it looks like when it&#8217;s all nice and fancy or</p><p>19:29</p><p>this is what ours look like. This is what we printed in the library. Or you. What you could do is then just take a jewelry box</p><p>19:36</p><p>and just throw everything in there. Just make sure you tape it down nicely, because if the wires jiggle, it can throw off your programing.</p><p>19:42</p><p>But it doesn&#8217;t have to be a fancy housing. It can just be. This is probably a dollar, an Amazon, but it works just fine.</p><p>19:48</p><p>In fact, yesterday I tested these two side by side and I got almost the exact same data and the same readings for each one.</p><p>19:55</p><p>So it doesn&#8217;t have to be the fancy housing because you have a 3D printer that&#8217;s great. Just be aware.</p><p>20:01</p><p>You have to be pretty precise. One mistake we made was they didn&#8217;t have like 100 millimeter cables.</p><p>20:06</p><p>So we went with a 200. And that was just too much to try to cram into this little space. So if you want something</p><p>20:11</p><p>that&#8217;s a little more forgiving, then just go with the jewelry boxes on Amazon, which is cardboard. It&#8217;s nice and cheap, and that can keep your costs down a little bit easier.</p><p>20:19</p><p>Or if you don&#8217;t have a 3D printer, that&#8217;s another option. But that&#8217;s all there is to it. You just got to plug everything together and you should be good to go.</p><p>20:27</p><p>We still have to program it, obviously, but that&#8217;s the gist of it. That&#8217;s how we put it all together.</p><p>20:32</p><p>So with that being said, if we have a functional STELLA unit, the next thing we would have to do is program it.</p><p>20:39</p><p>And so we&#8217;ll briefly go over the programing instructions and then I&#8217;ll do an example with you. I&#8217;m going to go ahead and re share my screen here in just a moment.</p><p>20:48</p><p>So hang tight screen and I&#8217;m going to do this.</p><p>20:54</p><p>So I&#8217;m going to share my window instead. That way you can see it a little bit better Mike. Is that coming across okay. Yep. Looks great okay. Awesome.</p><p>21:02</p><p>All right so let&#8217;s start at the top here programing instructions. Now they have all of their programing instructions on their website.</p><p>21:08</p><p>We just rewrote them to make them a little bit more feasible and updated based on the new, options. So they&#8217;re just released.</p><p>21:14</p><p>You just said on Friday a new version of the coding released, right? Yep, yep. So they&#8217;re updating things all the time.</p><p>21:20</p><p>So these are almost like living, breathing devices in the sense that the updates as a biologist I like to call that evolution.</p><p>21:26</p><p>But nonetheless first things you have to do if you want to program one of these things is download three things.</p><p>21:31</p><p>The first thing you have to download is the programing file from Circuit Python. That&#8217;s a weird looking name, but that&#8217;s just what it&#8217;s called.</p><p>21:38</p><p>So this is the company itself selling Scott SparkFun is the company. They&#8217;re the ones who sell the sink plus, which is like the brains of this device.</p><p>21:46</p><p>And so you have to download the program file by going to this website and then clicking that purple button that says download us to.</p><p>21:54</p><p>Now you have to is the programing file. You also have to download something called the Moo editor. I like to call it the Moo editor because I&#8217;m from Wisconsin,</p><p>22:00</p><p>but the Moo editor is how you do the programing for the clock. So again, all these are free. They&#8217;re easy to get.</p><p>22:06</p><p>You just go to this website, hit download, follow the instructions. You&#8217;re good to go. The last thing you have to download are these STELLA files.</p><p>22:14</p><p>So STELLA&#8217;s the instrument. Q2 is the instrument. Go to that website, download STELLA-Q2 files or download as a zipped folder.</p><p>22:21</p><p>So you right click hit extract or whatever your computer system uses. And then you will have all the files you need to program your STELLA.</p><p>22:28</p><p>And that&#8217;s it. Once you have those three things, then you go, you find your stuff.</p><p>22:34</p><p>First step is to plug in your device. So you&#8217;re going to use a USB C drive or a port.</p><p>22:40</p><p>You&#8217;re going to plug that into your laptop or computer. You should see it come up. It&#8217;s RP1-RP2.</p><p>22:45</p><p>You find the the circuitPython file in your downloads, click and drag and what will happen.</p><p>22:51</p><p>And you&#8217;ll see this here in a moment is that file will essentially rename itself as CircuitPython.</p><p>22:57</p><p>And so it&#8217;ll look different. Your computer might say you should have rejected it. It&#8217;ll yell at you. That&#8217;s fine.</p><p>23:02</p><p>Once you have that, then what you&#8217;re going to do is go to your downloaded files. You&#8217;re going to find something called, the STELLA-Q2 all folder,</p><p>23:12</p><p>and you&#8217;re going to find a lib and a code.py You&#8217;re going to highlight both click and drag.</p><p>23:17</p><p>And now you&#8217;ve added the programing instructions to your is still active. Once you do that you have to set a clock.</p><p>23:24</p><p>So that way your device knows when it is because you&#8217;re going to need that to figure out what data was collected when.</p><p>23:30</p><p>So if you know when it was collected, you can find it more easily. Obvious stuff. Right? So to do that you&#8217;re going to go in your STELLA files.</p><p>23:37</p><p>There&#8217;s going to be a folder called clock set. It&#8217;s also going to be called code.py.</p><p>23:42</p><p>You&#8217;re going to click and drag that onto there. And then you&#8217;re going to go into a program called the MU Editor that you downloaded earlier.</p><p>23:48</p><p>And it&#8217;s going to say, what year is it? And you&#8217;re going to type in the year and it&#8217;s going to ask, what month is it? And you&#8217;re going to type in the month. And you just keep doing that</p><p>23:54</p><p>until you have the universal time set on your device. And we&#8217;ll show you what that looks like here in a moment.</p><p>24:00</p><p>Lastly, when you set the clock, you actually override the original files you used to program it. So you have to add those back.</p><p>24:07</p><p>So then you&#8217;re going to click and drag the original code.py file you did before. That will replace the time file.</p><p>24:13</p><p>And then you&#8217;re pretty much good to go. So we can do an example of what that looks like here really quick.</p><p>24:20</p><p>Give me a moment. Because I have to take an original unit.</p><p>24:25</p><p>So the one I assembled for you was one that I had programed earlier. So I&#8217;m going to plug that back into here.</p><p>24:30</p><p>And then I will show you what that looks like here in just a moment. I just erased everything on it, so it should be a fresh start.</p><p>24:37</p><p>Now, of course, because we&#8217;re doing this live, I&#8217;m sure you&#8217;ll go wrong, but hopefully not.</p><p>24:44</p><p>So let me unshare. Actually, let&#8217;s pull up this file.</p><p>24:49</p><p>There we go. Now, can you see my files? Okay. No. Right now, I&#8217;m still seeing just programing instructions.</p><p>24:56</p><p>All right, so let&#8217;s try stop sharing and let&#8217;s pull up this.</p><p>25:04</p><p>It was supposed to share my. See, should share my screen window.</p><p>25:13</p><p>Let&#8217;s do the entire screen. That probably will do it. And let&#8217;s try this one. All right.</p><p>25:19</p><p>Now you should see my files. Does that look right? Yeah. That looks very awesome.</p><p>25:24</p><p>All right, so I just plugged in my STELLA device. And if I did it right, I should say, it doesn&#8217;t say that of course, but okay.</p><p>25:31</p><p>That&#8217;s fine. We&#8217;ll make it work. So right now says CircuitPy, originally I should say RP1-RP2.</p><p>25:38</p><p>So there&#8217;s a quick fix I can do if I ever have a problem. There are buttons on the back of that thing, plus that say boot and reset.</p><p>25:46</p><p>And so if I press boot and then press reset, what it should do is completely wipe it clean.</p><p>25:53</p><p>And if I go back to my files, hey, look at that. It worked. All right.</p><p>25:59</p><p>I&#8217;ve done this a few times in the past week, so it says RP1-RP2. That means it&#8217;s a fresh drive. There&#8217;s no programing on it.</p><p>26:06</p><p>So the first thing I have to do is add the SparkFun actual programing files for you to write, you have to file.</p><p>26:15</p><p>So I&#8217;m going to go into my downloads and I&#8217;m going to find that UF2 file.</p><p>26:21</p><p>And I&#8217;m going to click and drag that on to there. And if it works now that I did it, we see it&#8217;s.</p><p>26:29</p><p>And just a note that you have to file usually does come in the, in the whole package that,</p><p>26:35</p><p>the Q2 all. Okay. So that sounds a good sign.</p><p>26:41</p><p>And now it&#8217;s renamed CircuitPy Hey, good to go. All right, so next we have to add the programing files.</p><p>26:46</p><p>So I&#8217;m going to go into my downloaded STELLA-Q2. I&#8217;m going to go to codes</p><p>26:52</p><p>and libraries and I&#8217;m going to click both. So I have to hold Ctrl on my keyboard.</p><p>26:58</p><p>Click both of these files the folder and the file. And I&#8217;m going to click and drag.</p><p>27:03</p><p>And it&#8217;s going to ask me if I want to replace. I do. And we wait patiently on</p><p>27:08</p><p>my very slow school computer. And in a moment I will have all of the program files</p><p>27:15</p><p>I need on my Q2, and it should be fairly operational at that point. And so, for example, if I bring over the MU Editor</p><p>27:23</p><p>and I click on Serial, now it&#8217;s communicating with the devices. So the coding program</p><p>27:29</p><p>and the device are talking to each other and it&#8217;s saying, okay, at these 18 bands at which we can detect things, we are getting some data.</p><p>27:36</p><p>Awesome. So we have a functional unit. The only thing is it doesn&#8217;t know what year it is. So it might take it&#8217;s 2000 and in syncs in style, I think it&#8217;s 2045</p><p>27:44</p><p>and the world is ended. Who knows. We have to add the clock information. So to do that, I go back into my STELLA files,</p><p>27:52</p><p>I go into my test codes and the top folder will say clock set.</p><p>27:57</p><p>It&#8217;s also called code.py. So I&#8217;m going to click and drag that on to there.</p><p>28:02</p><p>I&#8217;m going to replace it. And now it&#8217;s going to ask me what year it is.</p><p>28:08</p><p>Mike in a moment can you get the universal time ready. Yeah I don&#8217;t have that open just yet.</p><p>28:13</p><p>So I know the years 2025. I know the month is five from May. The date is 20.</p><p>28:20</p><p>Now we need universal time indicator. So we don&#8217;t want our local time. We want the universal time (UTC).</p><p>28:25</p><p>Mike you know what the hours. Yeah it is 20. And what&#8217;s our minute</p><p>28:32</p><p>29, 29 and what are our seconds. about 10s I usually put lead time in there. Yep.</p><p>28:39</p><p>Okay. And now we can see it has the right year. So if I kept hitting enter a cycle through the month, the year, the date, all that.</p><p>28:46</p><p>Right now it looks like it&#8217;s right. So good to go. We set the clock. Last thing we have to do then is go back and add our programing files.</p><p>28:54</p><p>Because when we set the clock it overrides that. And it&#8217;s just a thing you have to do. So we go to code libraries.</p><p>29:00</p><p>The only thing I need is that code.py file. That&#8217;s the original one I put on there. To add the programing instructions I&#8217;m going to click and drag.</p><p>29:08</p><p>I&#8217;m going to hit replace. And once that uploads I should have a functional unit.</p><p>29:13</p><p>If I go back into the MU Editor I can see it&#8217;s now communicating. It turned on the lamps. It&#8217;s talking to the sensors.</p><p>29:20</p><p>Life is good. Everything is working. We have a functional unit and we just programed one in front of you. So light it up. All right.</p><p>29:29</p><p>So can I interject real quick? Absolutely. I just wanted to say that, circuit Python is an independent nonprofit.</p><p>29:36</p><p>Not SparkFun. Nope. All right.</p><p>29:42</p><p>With that being said, so we did our programing instructions. We can move on to what can we actually do with this? So let&#8217;s do, user instructions so we can see that there are two buttons.</p><p>29:52</p><p>So if I take this one here. So first things first obviously you have to keep yours charged. Right. So it&#8217;s not going to work with a dead battery.</p><p>30:00</p><p>The quirky thing about these is they have to be turned on to charge. So you have to hit the on button which is the black one.</p><p>30:05</p><p>Then plug it into a charging cable. Otherwise it won&#8217;t charge. I know I mentioned the button. There are two buttons.</p><p>30:11</p><p>There&#8217;s the black on off button and there is the green button. That&#8217;s for data collection. So the first thing I have to do is turn it on.</p><p>30:18</p><p>If it&#8217;s functioning correctly. What will happen is will show me the date there. There will be a red and a blue light, and then a white light will briefly flash.</p><p>30:25</p><p>And then it should be red. That means it&#8217;s turning on appropriately. It&#8217;s going to cycle through some things. Tell me the battery percentage.</p><p>30:31</p><p>It&#8217;s going to tell me things like I have an SD card. It&#8217;s going to tell me how many bins there are. You&#8217;ll mention three bursts, which means when I press the green button, it&#8217;s</p><p>30:39</p><p>going to collect three points of data for all 18 bands. And then we can take the average of that. That way we get more reliable results.</p><p>30:45</p><p>And now if you look closely it&#8217;s detecting infrared and light radiation. And so that&#8217;s what this is showing us right here.</p><p>30:52</p><p>Now this isn&#8217;t super useful data. We&#8217;ll get into how to find the useful data. But what this is telling me is that this is detecting radiation as we speak, which is pretty cool.</p><p>31:01</p><p>So like if I cover my hand over that sensor, we can see that in a moment here, all of that changes.</p><p>31:06</p><p>And when I take my hand away, that&#8217;s going to change again, which tells us that it&#8217;s actually detecting light and infrared radiation.</p><p>31:14</p><p>Super cool stuff. Okay, Mike, you can see my slideshow. Okay. Right? Yep. You&#8217;re looking good. Me all right.</p><p>31:21</p><p>One other thing you&#8217;re going to note is that where this display is, there is what&#8217;s called a batch number.</p><p>31:26</p><p>So when you collect data it&#8217;s not going to be like, oh you collected spinach leaves or you collected pond water.</p><p>31:32</p><p>It&#8217;s just going to give you a number. So when you download your data, you&#8217;re going to have to know the time or date.</p><p>31:37</p><p>And that number in order to figure out what&#8217;s what. Otherwise you&#8217;re just kind of a bunch of numbers on a screen, which you&#8217;ll see here in a moment.</p><p>31:43</p><p>So that is a downside of this is we can&#8217;t get the data just from looking at the instrument. We actually have to take out the disk</p><p>31:50</p><p>and plug that into a computer to get the data. Say, look, that&#8217;s what you get for the the more lower cost entry models.</p><p>31:56</p><p>But we&#8217;ll get into all of the options in a moment here as well. All right.</p><p>32:02</p><p>One last thing. Calibration is key, so in between collecting data you always want to have some kind of like white paper or foam.</p><p>32:08</p><p>And you want to hold. You&#8217;re still a unit. So just generally speaking,</p><p>32:13</p><p>the size of the data collection area is roughly equivalent to the distance it is from that object.</p><p>32:20</p><p>So for example, if I want to collect an area the size of this disk, I need to be the diameter of that disk away.</p><p>32:27</p><p>So whenever I&#8217;m collecting data I want to calibrate to make sure that my data is accurate and not being thrown off by something.</p><p>32:34</p><p>Right. So I&#8217;m going to calibrate click that data. Then I&#8217;m going to measure my data.</p><p>32:42</p><p>Then I&#8217;m going to calibrate again simple as that. And then you just keep doing it. Calibrate collect data calibrate collect data</p><p>32:48</p><p>until you have all the data you want to collect. All right. So what does that data look like up above.</p><p>32:55</p><p>Oh and one last thing. There are two ways you can collect data. So there&#8217;s the single mode and there&#8217;s continuous mode.</p><p>33:01</p><p>So like if I want to connect this to a drone and slide over a field or a forest, I have to push the button if it&#8217;s 50ft in the air.</p><p>33:07</p><p>So then I have to switch to continuous data collection mode. To do that I just hold the green button.</p><p>33:12</p><p>Simple as that. If I want to go back, just hold it again. Mike, about how long do you have to hold that button,</p><p>33:19</p><p>to, collect data? Yep. I mean, it&#8217;s just a brief tap. Did you mention the, holding it for for three seconds?</p><p>33:26</p><p>That&#8217;s what I was getting at. So if I was between modes, it&#8217;s three seconds. Oh, no. Between modes, it&#8217;s just a tap.</p><p>33:33</p><p>Yeah. So. But if you, if you want, you know, you can turn on the lamps. If you hold it down, hold it down for about three seconds.</p><p>33:40</p><p>Okay. So I don&#8217;t really use continuous mode because we don&#8217;t have these attached to drones yet. Our goal is to eventually do that.</p><p>33:47</p><p>We have a research field. We&#8217;d love to fly it over and collect data. Still working on that. But so and it&#8217;s also early in the year, so there&#8217;s not much to collect</p><p>33:54</p><p>data for yet because nothing is growing yet. Anyway. If you want to retrieve your data.</p><p>33:59</p><p>So inside the STELLA or in my case, it is on here on the side</p><p>34:05</p><p>either works, there will be a mini flash or not. Flash drive, mini SD disc. So if I</p><p>34:13</p><p>pull that out, it looks like this. And I&#8217;m just going to plug that into my computer. And when I do so it&#8217;s going to give me data that looks like this on the side.</p><p>34:22</p><p>So you&#8217;re going to see it has our universal ID that&#8217;s the number that&#8217;s specific to your unit.</p><p>34:28</p><p>It&#8217;s going to give me the batch number. And it&#8217;s going to give me a lot of other things. Big thing that I&#8217;m interested in</p><p>34:34</p><p>is the intensity of the radiation at different wavelengths. So this is if you look at my screen, 410 nanometers, 435 460.</p><p>34:43</p><p>These are the 18 bands of radiation at which it collects data. And next to that is the intensity of that data</p><p>34:51</p><p>measured in micro watts per centimeter square. micro watts right. Right. Yes. There we go. All right.</p><p>34:57</p><p>For NDVI which measures how much photosynthesis is occurring I really only need two points of data. So it gives me all 18 bands.</p><p>35:04</p><p>But I just need 810 and 645 because that&#8217;s how we calculate NDVI We take the intensity of the radiation at 810 minus that at 650.</p><p>35:12</p><p>We don&#8217;t have a 650. So we have 645. So 810 minus that at 645 divided by 810 plus 645.</p><p>35:19</p><p>And that will give us some kind of fraction or number, which in this case was pretty low. We can see up here data we collected for</p><p>35:27</p><p>I believe this was our agriscience experiments in fall. So with different treatments, be it caffeine or fertilizers</p><p>35:35</p><p>or anything like that, and then looked at how did that affect NDVI? And I get to do that, I just plug those numbers into this formula.</p><p>35:42</p><p>I can enter that formula in Excel or Google Sheets, and that will fit me a number that&#8217;s between negative one and positive one.</p><p>35:48</p><p>Can you, can you zoom in on that a little bit? The NDVI treatment by treatment?</p><p>35:53</p><p>I don&#8217;t know if I can do that. Okay. Because I think that&#8217;s, again, if you can&#8217;t see it too well, you can get the presentation.</p><p>36:01</p><p>I&#8217;ll have the links at the end again and just. Yeah, check it out then. I can share other files too.</p><p>36:07</p><p>As we get closer to that. Again, here was the presentation data that I did back in March for August.</p><p>36:14</p><p>And so again, we just use the same unit and collected. So this is the one that collected this data and then just measured</p><p>36:21</p><p>both the healthy plant, the dying plant and the fake plant. And this was the data I got.</p><p>36:26</p><p>Now you can see I collected that data twice. There&#8217;s going to be some fluctuation. I was doing this in a hotel room. It was like a 40 degree day with like 20 degree wind chill.</p><p>36:33</p><p>I wasn&#8217;t going to go outside. Right. So was also a cloudy day. So as I was collecting this data, sometimes a cloud would move</p><p>36:39</p><p>in front of the sun. So one thing that&#8217;s really good to do is to keep a record of what the conditions were like.</p><p>36:44</p><p>Ideally, we&#8217;re doing this at exactly solar noon on a perfectly clear day, and you have a lot of money and everyone loves you, right?</p><p>36:52</p><p>That&#8217;s not in the real world. Sometimes we have to collect data under less than ideal conditions. And so this was that which meant there&#8217;s going to be some variability.</p><p>37:00</p><p>That&#8217;s okay. That&#8217;s life. We acknowledge that as we&#8217;re doing a write up and so on.</p><p>37:05</p><p>And again for data analysis, it&#8217;s going to be reporting the data in what&#8217;s known as CSV.</p><p>37:10</p><p>That&#8217;s comma separated variables. That translates really nicely to a spreadsheet. And so one thing to be aware of</p><p>37:17</p><p>there&#8217;s going to be other things in there besides the data you&#8217;re looking for. So for example there&#8217;s uncertainty that&#8217;s telling us the range of,</p><p>37:25</p><p>acceptability, I guess, for our values, if you will. That may not be relevant to you. So it might be overwhelming when you first look at it.</p><p>37:33</p><p>Really, the only thing you need is the intensity of the radiation for two wavelengths. If NDVI is what you&#8217;re focusing on, it just do other things.</p><p>37:40</p><p>Well. Soviet. All right. Lastly, there is the 1.0 and 2.0 options.</p><p>37:47</p><p>Again, these are going to be a lot more challenging. They require 3D printing. They require soldering. I&#8217;m not someone who&#8217;s good at soldering.</p><p>37:54</p><p>That&#8217;s what they look like. They can do a lot more. They will show you your data on the screen. They have the option of using the NASA data viewer, which is super cool.</p><p>38:02</p><p>So you can see the actual results in graph formats and table formats as they&#8217;re happening in real time, super engaging for students.</p><p>38:10</p><p>They really enjoy that. You just have to have a lot more skill and time and patience more than I have,</p><p>38:15</p><p>at least to make these. So the Q2 is very feasible. 1.1 and 2.0 are much more challenging, but</p><p>38:20</p><p>if you have that capability also you can go for that. So I should note, the two high school juniors did</p><p>38:27</p><p>build 40 of those, to send out as loaners across the country. And we are working on the Q2,</p><p>38:33</p><p>being compatible with the Dataviewer up and coming. That would be awesome. All right, before I dive into our sample curriculum, we have two students with us.</p><p>38:40</p><p>I don&#8217;t want to keep them here all night. So do you guys maybe recently about your experiences. Awesome. And I will dive in with our curriculum after that.</p><p>38:47</p><p>So why don&#8217;t you come on over? Will they be able</p><p>38:53</p><p>to answer questions or answer questions? Oh, sure. Let&#8217;s go.</p><p>38:58</p><p>Hello, my name is Lukas. Good. I have been working in this little Stella program for a little over half.</p><p>39:06</p><p>Half this year. I started, before 2025, but this year of my senior year, I&#8217;m a senior in high school,</p><p>39:13</p><p>and I&#8217;ve had doctor Kohn before in freshman year, and I&#8217;ve recently gotten back to them to do this STELLA project.</p><p>39:20</p><p>Excellent. Asi I said before I’m Cheyenne Lees. I&#8217;m a freshman. I have doctor is my agriscience teacher.</p><p>39:27</p><p>I started, well, I don&#8217;t know. I just really had an interest in this in the beginning of the year.</p><p>39:33</p><p>I&#8217;ve been at this all year. So you want to talk about what are some of the things like</p><p>39:38</p><p>what do you do in a typical week with this STELLA? We usually meet once or twice a week for a 30 minutes each time.</p><p>39:46</p><p>We essentially have different tasks we do in relation to the Stella apparatus instrument.</p><p>39:54</p><p>Usually the means involve us, like workshopping, trying to solve issues with, Stella,</p><p>40:02</p><p>like apparatuses because we try to make them so we can have them for, school projects for, like, important data collection.</p><p>40:11</p><p>And, for example, this is a homemade one. We&#8217;ve been workshopping things like this.</p><p>40:17</p><p>We&#8217;ve got like, two of them working. One of them still, like, malfunctioning a bit since the start of the school year because,</p><p>40:24</p><p>these things, they are somewhat complicated. So they do have a lot of the little finicky.</p><p>40:30</p><p>So a lot of it, a lot of it is all this workshopping, making sure they work properly, fixing any issues, helping them with whatever he needs.</p><p>40:40</p><p>And sometimes we and we also do tests to make sure they&#8217;re working properly. So essentially it&#8217;s constructing doing</p><p>40:46</p><p>little like demos to make sure they work properly. That&#8217;s mainly what we do in STELLA.</p><p>40:51</p><p>So when you want to talk about your or science fair project. Yeah. So going off what we were like working with.</p><p>40:57</p><p>So I had like, deep interest of them and API and like its correlations to,</p><p>41:04</p><p>crop production, especially within like different farming mechanisms like monoculture, regenerative agriculture, PMP practices.</p><p>41:12</p><p>And so was using Acres, which is essentially a platform, by now so that like those like it</p><p>41:22</p><p>show it shares the results of Olivia from the Landsat satellites over wherever.</p><p>41:27</p><p>So currently, me and my partner Logan, he&#8217;s out here where,</p><p>41:34</p><p>taking the NDVI results of all the, fields at Michigan states</p><p>41:42</p><p>experiment thing. So, yes. So eventually effectively comparing NDVI under</p><p>41:49</p><p>sustainable agriculture versus conventional or different experimental plots.</p><p>41:54</p><p>Fantastic. Are you doing, are you doing, calibration?</p><p>42:00</p><p>To get to the, reflectance from, irradiance to radiance and then reflectance through using those steps, for comparison.</p><p>42:09</p><p>So yeah, you would calibrate between every. Yeah. We do calibrate in between. Yeah.</p><p>42:15</p><p>So when we do it I typically write down like what we&#8217;re doing. So I have like</p><p>42:20</p><p>a line through the middle of paper splitting. Once I&#8217;ve been like the calibration, the curvature, the two things that we&#8217;re like measuring so that between each treatment</p><p>42:27</p><p>I write down the calibration and then the whatever we&#8217;re looking at. So for all we did, so for red for radishes.</p><p>42:34</p><p>So we put radishes there. We put the, batch number time and conditions</p><p>42:40</p><p>like cloudy, sunny, whatever. Just to stay accurate. And so they&#8217;re easy to find what words to give them that.</p><p>42:48</p><p>So a lot of the data we saw in the presentation was coming from those launch experiments where they&#8217;re coming in</p><p>42:54</p><p>collecting the data and then preparing the spreadsheets. It&#8217;s fantastic.</p><p>43:01</p><p>Excellent. Well, and then, so if you had any improvements or anything like that, for the STELLA,</p><p>43:07</p><p>what do you think you would, you would improve on it?</p><p>43:15</p><p>I would say definitely. Start with, larger</p><p>43:22</p><p>or large enough cases, a lot of it. We had troubles fitting all these, instruments, all these parts into these,</p><p>43:30</p><p>small cases. A few times they were damaged because we were trying to cinnamon. And we had to, like, remake them.</p><p>43:36</p><p>It was all big, kind of like a little hassle. So I definitely start by figuring out</p><p>43:43</p><p>how to properly, create these, I also wish</p><p>43:48</p><p>we did have more time to work on these because we don&#8217;t meet often. I mean, I&#8217;ve been really busy.</p><p>43:53</p><p>I haven&#8217;t been able to do many meetings. Still, I&#8217;d, I&#8217;d like to meet more often for this.</p><p>43:59</p><p>I know that&#8217;s not like your guys&#8217;s problem. It&#8217;s just my also busy.</p><p>44:05</p><p>But, yeah, these are very labor intensive to make and test.</p><p>44:13</p><p>Very cool. Well. Well done. That&#8217;s. That&#8217;s great. I&#8217;m glad that you&#8217;re you&#8217;re getting use out of them and enjoying them, but.</p><p>44:22</p><p>Do you have any questions, Craig? Anything that, I&#8217;ve missed so far.</p><p>44:28</p><p>Was anyone in the chat? I think it&#8217;s going to go through the sample curriculum, so. Okay, I don&#8217;t know if we have any questions</p><p>44:35</p><p>from anyone attending, that we want to address first. Otherwise, I can dive right into the sample curriculum.</p><p>44:40</p><p>I&#8217;m not seeing too, too much from the chat at the moment. Okay? I&#8217;m seeing people saying, very, very cool.</p><p>44:46</p><p>Well done students. And, I have to agree. That&#8217;s fantastic.</p><p>44:52</p><p>So I&#8217;m glad that you all are having fun with the STELLAs and enjoying yourselves and learning things. So.</p><p>44:59</p><p>And it&#8217;s all part of the process. Good job for you all from folks. So it&#8217;s</p><p>45:05</p><p>I think thank you folks. All right. Let&#8217;s dive in then to some sample curriculum.</p><p>45:10</p><p>So I&#8217;m going to share my screen again. Okay. Screen we want a window and we want this All right.</p><p>45:18</p><p>So Michael, you see in my slideshow I am seeing your slideshow. Awesome. All right, so, folks, we&#8217;re going to briefly go over</p><p>45:25</p><p>what an example of a curriculum could look like. This one is for science. We actually just had our main agro science teacher walk in, Mr.</p><p>45:33</p><p>Wicks, so we can hear from him here in a moment as well. So I&#8217;m actually not the main agar science teacher.</p><p>45:38</p><p>I was at one time, but coming back here is our main one. And so he is our FFA advisor.</p><p>45:45</p><p>He is probably the busiest person in the building and know I teach agriscience together.</p><p>45:50</p><p>So each of us teach a section of it. And that&#8217;s where we did most of the implementation of the satellite units.</p><p>45:55</p><p>This will very much translate nicely to biology. We do a similar kind of radish rates.</p><p>46:00</p><p>Experiment with them, where at the end of the first semester they have to design experiments, all, inks and all the scientific and engineering practices.</p><p>46:08</p><p>And so this lends itself really well to both things. And we&#8217;ll get into how all this works. Anyway, if you&#8217;re wondering why are we doing all these things?</p><p>46:15</p><p>We have kind of a unique context here at Waterford. So when I finished a PhD, I did a dual PhD in science education and environmental science.</p><p>46:23</p><p>My goal was to help as many teachers and students as possible, and I didn&#8217;t feel like publishing releasing papers was the way to do that.</p><p>46:30</p><p>So I actually went back to my old high school and asked if they&#8217;d be interested in hiring me half as a researcher and half as a teacher.</p><p>46:37</p><p>And so I kind of filled two roles here where I do teach multiple classes a day. Right now, because I&#8217;m filling in for a teacher who just had a baby.</p><p>46:43</p><p>I&#8217;m teaching full time, but usually I&#8217;m only teaching 2 or 3 classes a day. This guy behind me teaches probably about 17 classes a day,</p><p>46:50</p><p>and so his experiences are probably a little more relevant and valid. And we can talk about that in a moment. But the curriculum we&#8217;re going to see is taught by both of us.</p><p>46:57</p><p>And the idea is it&#8217;s open source. Anyone can get access to it. You can make your own copies of it and change it in any way you want.</p><p>47:04</p><p>The goal here is to create things that are not just classroom tested, but also classroom designed, and solely</p><p>47:09</p><p>reflect the realities of very busy people who don&#8217;t always have time to do everything from scratch. Right?</p><p>47:15</p><p>That&#8217;s the goal here. So again, this is yours to use however you want to use it. Everything we talk about can be found on my website that is Doctor Kohn.</p><p>47:24</p><p>If you go to Doctor Kohn.com, that&#8217;s a very different Doctor Cohn who&#8217;s a gynecologist in Florida. I don&#8217;t recommend it. It is educational. I don&#8217;t recommend it though.</p><p>47:31</p><p>But anyway, Doctor Kohn.org will take you to everything you need. And again the goal for this is to create things</p><p>47:36</p><p>that are not just aligned to research and academic standards, but also feasible for everyday teachers to do in their own classrooms.</p><p>47:44</p><p>The lesson we&#8217;ll be talking about is what we call our crops unit packet 1.3. And so what this does, the entire crops unit has four packets in it.</p><p>47:52</p><p>Guide students through how scientists conduct experiments using systematic inquiry in order to draw conclusions about what</p><p>47:58</p><p>things we can do to make crops produce more food. Simple as that. And so we&#8217;re in the third packet of this unit.</p><p>48:04</p><p>So 1.3 is the third packet of the first two unit. We&#8217;ll briefly talk about what the other two packets look like.</p><p>48:12</p><p>But in this particular packet they&#8217;re doing data collection. So they&#8217;re measuring plant height plant mass and NDVI</p><p>48:19</p><p>and using that to see if the treatment they applied to their radishes enabled more growth or productivity compared to the control.</p><p>48:26</p><p>Simple as that. We&#8217;re using a few things for this. We talk about careers. We won&#8217;t get into the details if you&#8217;re interested in finding more information.</p><p>48:35</p><p>Again this is linked. So up here on top where it says packet 1.3, that is a hyperlink that will take you to it.</p><p>48:41</p><p>But in the interest of time let&#8217;s dive it. So in packet 1.1 the first unit in the first packet</p><p>48:46</p><p>we talk about, we used to call this a scientific method in a sense. We talk more about scientific practices and why should we trust scientists.</p><p>48:55</p><p>And how do they get the information they have and how do they reach their conclusions. We start talking about that. So we have a couple exercises.</p><p>49:01</p><p>We also have them plant radishes. So they get two traits. One is their control that is untreated just standard potting soil and radish seeds.</p><p>49:09</p><p>And then one they have to apply a treatment to caffeine or adrenaline or extra fertilizer or something like that.</p><p>49:16</p><p>And then after a few weeks we measure the results to see if there was any difference. Packet 1.2.</p><p>49:21</p><p>We start to get to the atomic and molecular basis for explaining crop productivity. So we talk about conservation of matter and how during photosynthesis were turning</p><p>49:28</p><p>CO2 in H2O into glucose. And oxygen, and how that glucose is the basis for all plant molecules.</p><p>49:34</p><p>And it&#8217;s necessary for them to grow. So the more photosynthesis, the more plant growth, more food we have from a field</p><p>49:41</p><p>in packet 1.3. Now we&#8217;re walking them through how do scientists do what they do. So all of the standard things let&#8217;s first form our question.</p><p>49:47</p><p>So how do we do a research question. What are we wondering. Let&#8217;s turn that into our hypothesis. How do we make a prediction using an if then structure.</p><p>49:55</p><p>How do we do a rationale in order to justify why we think our hypothesis is going to be right and so on.</p><p>50:00</p><p>So very standardized, very scaffolded. And this way we&#8217;re walking students through what scientists actually do</p><p>50:06</p><p>in part two. Then we start doing data collection. So first thing we do is just measure how tall they got. Then we start getting into plant mass before we actually harvest the plants.</p><p>50:14</p><p>We have to do NDVI So we use the units, we collect our NDVI data, and then we start talking about which of these</p><p>50:20</p><p>is actually the more valid measure of plant growth and productivity. And so we get students into these questions as well.</p><p>50:26</p><p>Just because I collect numbers doesn&#8217;t mean I have something that proves or disproves an idea I have to talk about. Is this a valid measurement?</p><p>50:32</p><p>Is this a reliable measurement? Do I have enough data to form actual conclusions that are reliable?</p><p>50:38</p><p>And so we talk about all the core ideas and fundamental tenets of what makes a reliable research experiment in part three.</p><p>50:44</p><p>Then they&#8217;re going to find or draw their conclusions based on their data. They&#8217;re going to collaborate to determine if these are valid</p><p>50:51</p><p>and reliable measurements. And then we&#8217;re going to connect these two careers. So in the very first packet they have to talk about what is a plant related career they might want to pursue some day</p><p>50:59</p><p>and then get into well does this relate to it. Is this something that you still think you want to do. So on so forth.</p><p>51:05</p><p>That way we connected a little bit more to their lives. This packet has an appendix that we obviously added after the fact.</p><p>51:11</p><p>So that way we could incorporate more of the STELLA stuff. And so we&#8217;re getting into questions about what is in</p><p>51:16</p><p>how does this tell us anything about what plants are doing or how they&#8217;re performing, and how can we use this to draw conclusions.</p><p>51:22</p><p>So we have a brief reading. We do annotated reading strategies with it. We have them form hypotheses specific to STELLA and NDVI</p><p>51:30</p><p>And then we actually use the data and analyze it to form a conclusion. And that&#8217;s what that looks like. There was a slide you saw before, but this was the data from my class in fall.</p><p>51:38</p><p>And you can see the different treatments. Blue was our control, green was our treated radishes and gray was our calibration.</p><p>51:45</p><p>We can see with a little bit of variability at our calibration syllabi. That is life. And then we can work that into our explanations.</p><p>51:52</p><p>Well, we have limited reliability or validity in our data because we know our calibration was thrown off because we had change in conditions from clouds.</p><p>51:59</p><p>As we were collecting our data. We had to do it that day because that&#8217;s the only day we could do it. So that&#8217;s how it works, right? Like getting students into the reality that sometimes science isn&#8217;t perfect,</p><p>52:08</p><p>sometimes it&#8217;s messy, doesn&#8217;t usually look like a textbook, but that also prepares them to then better design experiments as they move forward</p><p>52:15</p><p>in the class. Finally, in packet 1.4, we started introducing them to science writing.</p><p>52:20</p><p>So they&#8217;re given a structure template. Everything they need to fill in is highlighted in yellow. There is a rubric that accompanies that.</p><p>52:27</p><p>That rubric is based directly on the scientific and engineering practices and the cross-cutting concepts and links.</p><p>52:33</p><p>It literally addresses every single one of them and what they do for every single project. So at the end of every unit, they&#8217;re going to do some kind of research like this.</p><p>52:41</p><p>They&#8217;re going to prepare a presentation using all the standard conventions in science for reporting the question hypothesis, rationale data, and so on.</p><p>52:49</p><p>And that&#8217;s the whole thing. So like I say, that is available on the website. All the curriculum is linked on the, menu bar on the upper right.</p><p>52:57</p><p>So if you use the QR code that will take you there or just go to doctor conduct or that will take you there as well.</p><p>53:02</p><p>Again, these are free for everyone to use. The idea is that you can make a copy for yourself, change it in any way you want, to make it relevant to your students</p><p>53:09</p><p>and that way you have access to things that might help you out and do more interesting things in your classroom if you&#8217;re looking for that sort of thing.</p><p>53:16</p><p>So that is all I have. Mr. Wicks, do you want to briefly talk about your experiences and then we can do some Q&amp;A?</p><p>53:22</p><p>Fantastic. So I was watching on my computer in my classroom.</p><p>53:27</p><p>I figured I&#8217;d probably walk over. So anyways. Hi, everybody. My name is Mr. Michael Wicks. I am the other AG teacher here.</p><p>53:34</p><p>Like Doctor Kohn said, he was here before I was, but then he left and then he came back. And it&#8217;s kind of this ebb and flow we have with him here, but that&#8217;s pretty normal.</p><p>53:41</p><p>I&#8217;m finishing my seventh year teaching here at Waterford. And what I really enjoyed about the STELLA is obviously it&#8217;s</p><p>53:48</p><p>it was Craig&#8217;s big thing to kind of build them and put them together and do the initial work with NASA in the planning phase, but for my perspective of him coming to me</p><p>53:56</p><p>and showing me all this different stuff, it was unbelievably easy to use it in class. I mean, it was literally a click of a button,</p><p>54:03</p><p>and it couldn&#8217;t get much more simple than that. And we had really cool, unique sets of data that he had over here.</p><p>54:10</p><p>To just add on to our experiments. So like, obviously I was doing the Radish Race Lab since I started</p><p>54:15</p><p>because that was part of his old stuff from before, and traditionally it was just measuring height and it was measuring mass.</p><p>54:22</p><p>Nothing too special. But getting into plant sciences, adding NDVI adds that next level factor of okay, sure,</p><p>54:30</p><p>I think about in horticulture, sometimes I get these cool tall plants, but does that mean they&#8217;re the healthiest ones?</p><p>54:35</p><p>And then do they correlate that with other aspects just beyond that growth factor, which I thought was really fun for us to be able to add into there.</p><p>54:43</p><p>You know, and I haven&#8217;t played around with it yet too much, but I think the NDVI has really application in some sort of horticulture</p><p>54:49</p><p>or plant science class beyond just this component. It has applications in like in environmental science, natural</p><p>54:55</p><p>resources class. If you&#8217;re doing like a very, very dense something. Well I was going to show him our SSA field.</p><p>55:01</p><p>Oh our field. Yeah. Yep. Oh you did pull it up already okay. So yeah. So are you pull up the NDVI for what is our wonderful 16 acre field that</p><p>55:10</p><p>we have for our FFA, which actually I, I think I talked about this a little bit. Our leasing agency wants us to,</p><p>55:18</p><p>adopt a few more sustainable practices, which we already do, don&#8217;t tell and other things like that. But they also want to do things with,</p><p>55:25</p><p>water retention and organic layers and whatnot. So be really interesting to see. Like as we&#8217;re adopting, cover crop, we&#8217;re going to do winter wheat this year.</p><p>55:34</p><p>You know how those practices can actually change our old FFA field, but then how kids are,</p><p>55:39</p><p>you know, this is part of their saying this is their project. They&#8217;re excited to do it. I have a freshman who&#8217;s all over it.</p><p>55:45</p><p>Not sure yet. Another freshman, actually, but he was, you know, not just talking about, okay, we take NDVI but that does that correlate</p><p>55:52</p><p>with the soil horizons, the organic layer, does that correlate with all these other factors that he wants to get more involved into?</p><p>55:58</p><p>So what I think is great is they&#8217;re simple to use, but the kids do get excited about it, especially when you say</p><p>56:03</p><p>we&#8217;re using the stuff for NASA. They&#8217;re like, oh my gosh, you mean like the big space? Yeah, all that stuff.</p><p>56:08</p><p>They get excited and that&#8217;s really cool to see, especially when sometimes it&#8217;s a little hard to get kids into what you&#8217;re doing these days.</p><p>56:15</p><p>It&#8217;s really fun. So I&#8217;ve had a great experience with it. I definitely for us continuing to use it next year, and growing from it,</p><p>56:22</p><p>giving more opportunities. Like you said, the idea of hooking it up to a drone to fly it over, you know, different fields or do it like a survey of local farms</p><p>56:31</p><p>and things like that would just be, I think, a great experience for our kids. So I see a lot of promise with this.</p><p>56:36</p><p>And I&#8217;m really glad we got to use it. So thank you for your time. Oh, yeah. Fantastic. Thank you.</p><p>56:41</p><p>Thank you very much. Yeah. And to piggyback off of that, I would say so this is the Acres analysis program.</p><p>56:47</p><p>So again if you don&#8217;t have the color units you can get this right now if you wanted to. And you can just click and drag over an area</p><p>56:53</p><p>and we&#8217;ll tell you NDVI We did this as a bell ringer one day. And we never got to the content for that day.</p><p>56:58</p><p>Like, kids were so invested in this that we literally had a full hour of discussion about. So then they were like starting to look at their own property</p><p>57:05</p><p>or their like their neighbors and comparing. And they were like, well, this guy always does corn this way, and he always plows every year.</p><p>57:10</p><p>And let&#8217;s see what that looks like. And it was literally just this, like, I didn&#8217;t even do anything but just an hour of exploring, parking, discussing their ideas.</p><p>57:17</p><p>So I will, you know, piggyback off of that. Absolutely. This gets them engaged. They&#8217;re interested, you know, having the NASA logo like</p><p>57:25</p><p>kids fight over who gets to carry the briefcase, right? So like, so there&#8217;s a lot of engagement that comes from this</p><p>57:31</p><p>and it gets them thinking much more deeply. In the systems level. So like, you know, photosynthesis can be pretty straightforward.</p><p>57:38</p><p>But we start asking things like, you know, if you look on the screen here, we can see a big dip in August. And yeah, and then it rises again.</p><p>57:44</p><p>Let&#8217;s make some predictions about that. Well, it turns out that, you know it&#8217;s here says August 17th at rebound.</p><p>57:49</p><p>It turns out it rained here on August 15th. So why would that change in NDVI So we&#8217;re getting the kids to think</p><p>57:55</p><p>much more systematically, much more in terms of making connections across different kinds of content and at different scales and systems.</p><p>58:03</p><p>And so, absolutely, there&#8217;s a whole bunch of options and opportunities to get kids engaged and thinking more deeply through this opportunity.</p><p>58:11</p><p>Fantastic. That&#8217;s that&#8217;s great. Yeah. And I&#8217;m going to make sure that the acres folks know that you,</p><p>58:17</p><p>you&#8217;re using their stuff because then they&#8217;re going to be very excited about that. We do have a few questions. Yep. In the chat.</p><p>58:23</p><p>And so, the t, I believe it&#8217;s, and excuse me if I pronounce it incorrectly.</p><p>58:31</p><p>Hedi Baxter Laufer, Hedi Baxter. Laufer, asks if you were to use Wisconsin Fest plants</p><p>58:39</p><p>as your model organism instead of radishes. Learners could include number of days to flowers, number of flowers,</p><p>58:46</p><p>and number of seeds and their data collection carrying over into understanding reproductive success and linking that to</p><p>58:54</p><p>sustainability and evolution. First, plants are amazing, so I want to put out a plug for that.</p><p>59:00</p><p>So Hedi and I actually work together when I was working at the Great Lakes BioEnergy Research Center. So absolutely, so much more you could do with fast plants.</p><p>59:07</p><p>We had just happened these radishes, because we have like a bajillion of them. And it&#8217;s just kind of what we were using for a while.</p><p>59:14</p><p>But yeah, I would like to get to the point eventually where we could be, more systematic and Wisconsin fast plants would allow you</p><p>59:20</p><p>to go into much more detail, in depth with those kinds of questions. Fantastic. Okay.</p><p>59:26</p><p>Next question from, Shan Gordon. Did radish, the radish you treated with caffeine contain caffeine</p><p>59:32</p><p>in the root/bulb? Would it wake you up like a cup of coffee? Yeah.</p><p>59:37</p><p>So what we found was that radish, actually, or sorry caffeine actually inhibits root growth in radishes.</p><p>59:43</p><p>So our conclusion for that was that the main reason growth was impaired</p><p>59:48</p><p>is because they&#8217;re not developing roots to the same extent that the control radishes were.</p><p>59:54</p><p>So don&#8217;t know that for sure. We have to look into that further. Good research always brings up more questions, but that&#8217;s our premise for the moment.</p><p>1:00:03</p><p>Maybe we&#8217;ll make it taste good. I don&#8217;t know, I&#8217;m just kidding. And so from Keith,</p><p>1:00:09</p><p>is CO2 measuring, a function of STELLA? Well, Keith, we have the, STELlA-AQ, which measures</p><p>1:00:17</p><p>not only CO2, but, particulates, especially in the 2.5 and the 10 and barometric pressure and all that sort of stuff.</p><p>1:00:24</p><p>And the newest one, the 1.2, and I don&#8217;t have the, plug in with me at the moment actually also measures methane.</p><p>1:00:32</p><p>And we&#8217;re also looking at nitrogen dioxide and various other things to measure. So that&#8217;s where it is, like, you know, what do you want to measure?</p><p>1:00:39</p><p>All right. The next one, can you share the NASA Acres GEE API.</p><p>1:00:47</p><p>So maybe something I can plug in our chat here. I believe so you should be able to, let&#8217;s try that.</p><p>1:00:54</p><p>So there we are. There is the NASA acres program is awesome. Really great example.</p><p>1:00:59</p><p>So I plugged in my farm. So my farm, it&#8217;s this green little oasis in the midst</p><p>1:01:04</p><p>of the very conventional green and or sort of conventional orange and yellow. So that&#8217;s mostly because we have a woods and typically</p><p>1:01:12</p><p>forest, have higher NDVI But yeah, it&#8217;s a really great tool. So you can like, drag it over your home, you can drag it over test areas.</p><p>1:01:19</p><p>One thing that I had shown in our presentation was KBS, KBS is Kellogg Biological Research Station.</p><p>1:01:27</p><p>That&#8217;s actually where I was for part of the time when I was doing my PhD in environmental science.</p><p>1:01:32</p><p>So it is the longest ongoing ecological research experiment in agriculture.</p><p>1:01:37</p><p>It&#8217;s been going on since the 80s, and all they really do is use the same method over and over for these different plots.</p><p>1:01:43</p><p>So the blue is going to be business as usual. That&#8217;s conventional agriculture tillage, no cover crops, lack of crop</p><p>1:01:49</p><p>rotation, that sort of thing. And then red and pink are going to be more sustainable methods, things like no till cover crops, more rotation, things like that.</p><p>1:01:59</p><p>So and you can see how well it lines up with that. Right. So that&#8217;s actually the agro science fair project that Cheyenne was talking about,</p><p>1:02:05</p><p>where they&#8217;re measuring average NDVI for the last growing season. For each of these plots to see how that affects photosynthesis.</p><p>1:02:12</p><p>So super cool stuff I highly recommend is really cool. So, it actually kind of reminds me of a fuze box from a car,</p><p>1:02:19</p><p>from seeing it at this distance. But so another one from, that I mean, again, maybe I&#8217;m saying the wrong Hedi.</p><p>1:02:27</p><p>The Hedi or Hedi? Eddie, Hedi. Okay. From Hedi, are you able to use STELLA to measure,</p><p>1:02:34</p><p>anthocyanin, concentration in leaf and stem tissue?</p><p>1:02:39</p><p>That&#8217;s a good indicator of stress in fact, is part of what scientists and NASA&#8217;s Leaf project will be looking at as an indicator of stress in first, plants</p><p>1:02:47</p><p>grown on the moon would still be able to quantify that pigment concentration. That&#8217;s another variable to compare.</p><p>1:02:59</p><p>I don&#8217;t know, I don&#8217;t know. Yeah. Okay. I was I was letting the person go,</p><p>1:03:05</p><p>but I don&#8217;t think I mean, it wouldn&#8217;t be that specific. You would probably see differences in.</p><p>1:03:13</p><p>I guess it would depend on what wavelengths of light that would pertain to.</p><p>1:03:18</p><p>So I guess possibly it could, if you know that anthocyanin</p><p>1:03:25</p><p>had an effect on a particular band of wavelengths, you could see if there was a difference in stress plans versus not stress plants using those wavelengths.</p><p>1:03:33</p><p>I don&#8217;t know how that would work, though. Specifically. But potentially,</p><p>1:03:39</p><p>I mean, that&#8217;s the thing is, like, you could compare data and see, well, is there a significant difference between plants in this group versus that group at these different wavelengths?</p><p>1:03:48</p><p>And then start making inferences from that? Sounds like Hedi needs a, it needs a still to play with</p><p>1:03:55</p><p>the excellent, and, that&#8217;s the end of the questions at the moment. Does anyone else have any more questions?</p><p>1:04:01</p><p>Give you a few seconds to type it out. It&#8217;s not I mean, that was a fantastic presentation.</p><p>1:04:09</p><p>And again, you&#8217;re always great and it&#8217;s always great to chat with you. And it was fantastic to see the students and Doctor Wicks right</p><p>1:04:15</p><p>in the background and Mr. Wicks not doctor doctor Mr.. Did.</p><p>1:04:21</p><p>Yeah. No it was fantastic. Again thank you very, very much. Let&#8217;s see there. Okay.</p><p>1:04:28</p><p>And then Hedi wants to ask you more about anthocyanin as well. Offline.</p><p>1:04:35</p><p>But yeah. Okay. All right. It looks like, we&#8217;re good to go here. Oh, there we go.</p><p>1:04:41</p><p>What sorts of issues did you run into making the, the 1.1 studies? Yeah, yeah, in a nutshell.</p><p>1:04:47</p><p>And Luke kind of alluded to this, too. So, and this might come as a shock, but there is a difference</p><p>1:04:52</p><p>in the capability for precision between NASA engineers and high school students. And so, like with the casing, Luke had kind of mentioned</p><p>1:05:00</p><p>where it&#8217;s just difficult to, you know, you so, for example, we bought wires that were larger</p><p>1:05:06</p><p>because the 100 millimeter to Q2, the, well, yeah, I&#8217;m getting to both, but okay.</p><p>1:05:11</p><p>So like for this one, like you have to put the wires in exactly the right spot to get it to close. Right. So this was still feasible for the 1.1.</p><p>1:05:19</p><p>It was soldering that you kind of had to know where the soldering was going to go and how much to do. And I&#8217;m I don&#8217;t know anything about soldering, to be honest.</p><p>1:05:27</p><p>And our, our kids who are working on it were pretty good kids for that, but just a bit beyond their grasp.</p><p>1:05:35</p><p>You know, for them, I think they weren&#8217;t expecting the challenges they got. And then they got busy with AP exams and those sorts of things, and it kind of fell by the wayside.</p><p>1:05:42</p><p>So I think it could be done. You just have to know that there&#8217;s minimal room for error on those, especially when it comes to the soldering.</p><p>1:05:49</p><p>So I don&#8217;t want to discourage anyone from doing it. I would just recommend start with the Q2 get comfortable with that,</p><p>1:05:56</p><p>and then work your way up from there. If you&#8217;re interested in DIY stuff, if you&#8217;re planning on doing something like CO2 or air quality, that still is not going to help you with that.</p><p>1:06:05</p><p>You would need something like the 1.1 or the 2.0. So again, I guess part of this is knowing what you want to do.</p><p>1:06:11</p><p>But again, for us, the Q2 is a feasible entry point. And based on our experience, that&#8217;s where I would recommend starting.</p><p>1:06:18</p><p>Excellent. Yeah. And it is a good starting point. The soldering in the 1.1.</p><p>1:06:23</p><p>Yeah, was a bit more challenging for sure, especially the screen. And that&#8217;s one of the things that we fixed and, the, or I should say Paul</p><p>1:06:31</p><p>fixed in the 1.2, and it&#8217;s very elegant. And we, just did a nice little, video</p><p>1:06:39</p><p>with Paul, and he&#8217;s talking about, like, engineering and elegance and all that. Anyway, but it&#8217;s,</p><p>1:06:45</p><p>fantastic. Thanks again. Is there any other. I don&#8217;t see any other questions at the moment.</p><p>1:06:53</p><p>So if, if that&#8217;s everything, again, thank you very, very much for this.</p><p>1:06:59</p><p>And we really appreciate you. And, can&#8217;t wait to talk to you again and see, you know, how things are going.</p><p>1:07:05</p><p>What else we can help out with? Appreciate it. Have a good night. Take care.</p><p>1:07:10</p><p>Bye, everyone. Thanks for joining us.</p><p> </p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/nasa-stella-spectrometry-webinar-featuring-dr-craig-kohn/">NASA STELLA Spectrometry Webinar featuring Dr. Craig Kohn</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>STELLA Summer Webinar July 11, 2024 &#8211; The Regional Application Center (RAC) team</title>
		<link>https://science.gsfc.nasa.gov/stella/stella-summer-webinar-july-11-2024-the-regional-application-center-rac-team/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Thu, 11 Jul 2024 22:45:17 +0000</pubDate>
				<category><![CDATA[Education]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=1330</guid>

					<description><![CDATA[<p>To support learning, the Regional Application Center (RAC) team at the University of Louisiana at Lafayette will highlight their Earth observation education outreach summer workshop program.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-summer-webinar-july-11-2024-the-regional-application-center-rac-team/">STELLA Summer Webinar July 11, 2024 &#8211; The Regional Application Center (RAC) team</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">STELLA Summer Webinar July 11, 2024 – The Regional Application Center (RAC) team</h2>				</div>
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									<p>Over the past year, NASA has expanded our understanding of satellite data with STELLA spectrometers. These devices provide an entry point to help better understand the sensors on Landsat satellites including the electromagnetic spectrum. Students, through this hands-on device, are able to learn about collecting spectral data and create spectral signatures to help interpret the data while highlighting the importance of Landsat satellite imagery. STELLA is designed as an educational and outreach tool to teach about Landsat and remote sensing to students and the community. The Landsat satellite program, including the upcoming Landsat Next, plays a crucial role in these educational initiatives.</p><p>To support learning, the Regional Application Center (RAC) team at the University of Louisiana at Lafayette will highlight their Earth observation education outreach summer workshop program. They will demonstrate how STELLA engages students with remote sensing, allowing them to explore key concepts, explain their understanding through practical application, elaborate on their knowledge with real-world data, and evaluate their learning process through hands-on technology.</p><p><strong> Agenda: </strong></p><p style="padding-left: 40px;">2:00 pm Welcome and RAC STELLA Collaboration Introductions Rodney Yantis, MLA, RAC Director</p><p style="padding-left: 40px;">2:10 pm RAC Student STELLA Team Introductions Courtney Poirier Chicola, PhD, Undergraduate Coordinator</p><p style="padding-left: 40px;">2:15 pm How STELLA can support Earth observation outreach?</p><p style="padding-left: 40px;">Integrating STELLA into summer workshop program activities</p><p style="padding-left: 40px;">Presenters: Bree Landry, Tiffany Armentor, RAC STELLA Education &amp; Outreach Team</p><p style="padding-left: 40px;">Developing interactive Kahoot games and courses for STELLA and Landsat Presenters: Hayden Smith, Kaitlyn Caminita, RAC STELLA Kahoot Team</p><p style="padding-left: 40px;">STELLA and engineering: Building the best of both worlds Presenters: Billy Poirier, John Meaney, RAC STELLA Engineering Team</p><p style="padding-left: 40px;">2:40 pm Feedback and Discussion – open to the audience (discuss insights, questions, suggests improvements for future programs, ideas for future collaboration)</p><p><strong>RAC Team:</strong> Rodney B. Yantis, MLA, RAC Director Courtney Poirier Chicola, PhD, Undergraduate Coordinator Undergraduate students: Tiffany Armentor, Grace Blanchard, Kaitlyn Caminita, Meg Chauvin, Joseph Kolb, Bree Landry, John Meaney, Nathaniel Pharis, Billy Poirier, Crystallyn Savoie, Hayden Smith</p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-summer-webinar-july-11-2024-the-regional-application-center-rac-team/">STELLA Summer Webinar July 11, 2024 &#8211; The Regional Application Center (RAC) team</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Dr. Huitzimengari Campos Garcia&#8217;s STELLA-Q2 Sensor Classroom Exercises</title>
		<link>https://science.gsfc.nasa.gov/stella/dr-huitzimengari-campos-garcias-stella-q2-sensor-classroom-exercises/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Sat, 29 Jun 2024 01:38:00 +0000</pubDate>
				<category><![CDATA[Applications]]></category>
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		<category><![CDATA[Plants]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=2990</guid>

					<description><![CDATA[<p>Revolutionary Plant Science: How Students Used NASA STELLA low-cost instruments to ID Plants with Great Accuracy!</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/dr-huitzimengari-campos-garcias-stella-q2-sensor-classroom-exercises/">Dr. Huitzimengari Campos Garcia&#8217;s STELLA-Q2 Sensor Classroom Exercises</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">Dr. Huitzimengari Campos García presentations June, 29 2024</h2>				</div>
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									<p>Dr. Huitzimengari Campos Garcia, a plant physiologist from Mexico and professor at Universidad de las Americas, Puebla, presented his classroom experiences using the <a href="https://science.gsfc.nasa.gov/stella/instruments/spectral/stella-q2/">STELLA-Q2</a> sensor for plant spectral analysis. He shared two compelling student projects that demonstrated both the challenges and potential of portable spectral sensing technology in educational settings.</p><p>The foundation of Dr. Campos&#8217; work centers on the concept of spectral signatures &#8211; unique patterns of light reflection that serve as &#8220;fingerprints&#8221; for different plant species. He explained that while human eyes only perceive visible light from 400-700 nanometers, plants absorb and reflect various wavelengths across the spectrum, creating distinctive signatures that can be measured and analyzed. This principle forms the basis for remote sensing applications and species identification through spectral analysis.</p><p>The first student project, conducted by Mariana Alvarado Mulligan, focused on plant species identification using spectral signatures. The students built a portable spectrometer incorporating the STELLA-Q2 sensor and collected measurements from various plant species including Agave, Bruhinia, Yucca, Cupressus, and Asparagus. Initially working with raw, uncorrected data due to time constraints at semester&#8217;s end, they encountered significant challenges with data quality, noise, and variation.</p><p>When analyzing the raw data using Principal Component Analysis to reduce the 18 spectral bands to key components, the students found that while the first two components explained 89% of the data variation, the species signatures overlapped considerably. This poor data quality resulted in only 14% accuracy when using multinomial logistic regression for species classification &#8211; meaning 86% of their predictions were incorrect. However, this initial failure became a valuable learning experience about the importance of data quality and proper methodology.</p><p>The dramatic improvement came when Dr. Campos showed results from other researchers who had performed proper white card correction on similar data. With corrected measurements, the same analytical approach yielded completely different results. The Principal Component Analysis showed clear, distinct clusters for each plant species with no overlap, and the classification accuracy jumped to 100%. This transformation illustrated how proper calibration techniques could convert seemingly unusable data into highly accurate identification tools.</p><p>The second student project examined whether spectral analysis could detect differences between fertilized and unfertilized plants using Portulaca oleracea (purslane). Students grew plants under two conditions &#8211; soil only versus soil with chemical fertilizer &#8211; and collected spectral measurements throughout the growth period. While working with raw, uncorrected data again, they were able to detect small but measurable differences between the two treatment groups, suggesting that spectral analysis could potentially monitor plant nutritional status.</p><p>Throughout the presentation, Dr. Campos and his audience discussed various technical aspects of spectral measurement, particularly the critical importance of white reference correction. While the exact methodology wasn&#8217;t fully detailed, the process involves taking measurements of a white reference surface alongside plant measurements and using these readings to normalize the data. The discussion also touched on alternative white reference materials for improved accessibility, including polystyrene foam as a substitute for expensive Spectralon, white cutting boards, construction paper, and even white sand that connects to Landsat satellite calibration standards.</p><p>Dr. Campos emphasized the exceptional educational value of these exercises, noting how they integrated multiple skill sets including experimental design, data collection, computational analysis, and statistical interpretation. Students gained hands-on experience with the entire scientific process while learning to distinguish between quality data and problematic measurements. The projects effectively demonstrated real-world applications of remote sensing principles and provided practical experience with both the potential and limitations of spectral analysis technology.</p><p>The presentation concluded with recognition of both the challenges and opportunities presented by portable spectral sensors in educational settings. While initial measurements may suffer from noise and variation, proper calibration and methodology can transform these tools into powerful instruments for species identification and plant physiological assessment. The work represents an excellent example of how cutting-edge scientific instruments can be successfully integrated into classroom learning, providing students with valuable experience in experimental science while advancing their understanding of plant biology and remote sensing applications.</p>								</div>
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					<h3 class="elementor-heading-title elementor-size-default">Transcript</h3>				</div>
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									<p>Okay.</p><p>My name is Huitzimengari Campos Garcia.</p><p>I&#8217;m a plant physiologist from Mexico,</p><p>and I&#8217;m also a professor<br />in two universities.</p><p>One of them is Universidad<br />de las Americas, Puebla.</p><p>today<br />I&#8217;m going to talk about the exercises</p><p>that we did with the STELLA-Q2 sensor<br />in the classroom.</p><p>So I&#8217;m</p><p>going to</p><p>talk about the two,</p><p>examples, examples<br />that I took from my students.</p><p>One of them is Mariana Alvarado Mulligan.</p><p>what she did was two</p><p>relays, the expected signal</p><p>to take it from the</p><p>STELLA-Q2 sensor.</p><p>And you see two correlated with the,</p><p>name spaces of several plants.</p><p>So let&#8217;s begin.</p><p>the light, some physical characteristics,<br />the sticks from light.</p><p>And we can see that</p><p>the visible light is only from</p><p>400 nanometers to 700 nanometers.</p><p>But there are also other bands</p><p>that are happening<br />right now in the light. So</p><p>these</p><p>these bands could carry</p><p>information about the surface,<br />some faces that reflected that light.</p><p>So that is one of the, the.</p><p>Usefulness of the.</p><p>Of measuring,</p><p>light or quantify light,</p><p>which sensor like STELLA could also.</p><p>When we illuminate a surface<br />this whole face,</p><p>then we absorb some light and reflect<br />another one.</p><p>creating,<br />a spectral signature that we can see here.</p><p>So we have this difference,<br />different species,</p><p>and it&#8217;s spectral signature<br />that is very specific for each species.</p><p>So it&#8217;s very useful<br />or it will be very useful to,</p><p>To these,</p><p>taxonomic colors to this.</p><p>I mean, I don&#8217;t know if you</p><p>have tried to.</p><p>Identify,<br />plant species to the species live.</p><p>It is very difficult.</p><p>You need a lot of knowledge<br />about taxonomy in plant botany,</p><p>but we essentially stick to those.</p><p>We can, foster, measure</p><p>and try to figure out which species it is.</p><p>And this is where</p><p>Mariana did So we build the picture,</p><p>the spectrometer,<br />put the sensor in the classroom,</p><p>and then we go outside to take several<br />measures in different plant species.</p><p>Some of the ratios</p><p>where these ones</p><p>we find.</p><p>Different kind of the spectral signatures</p><p>you can see here for Agave,</p><p>Bruhinia, Yucca and it&#8217;s</p><p>picture or photograph.</p><p>here down.</p><p>We have Cupressus and Asparagus.</p><p>So also the</p><p>the other important thing that we find<br />is that we have bad data</p><p>with a lot of noises in, in it.</p><p>So we have to improve<br />or measure in measurements</p><p>and we want to spec</p><p>these kind of measures that are here down.</p><p>So the variation is smaller<br />than these ones.</p><p>Another importance is that we have to do</p><p>the white color correction<br />for each measurement.</p><p>But in this case we have very little time.</p><p>The semester was ending.</p><p>So we used the the road data direct</p><p>from the on the STELLA colors.</p><p>For that reason and another ones</p><p>like these highly variation.</p><p>We found a lot of noise in our data</p><p>when we the the principal component</p><p>analysis principal component<br />analysis is reduction.</p><p>And information procedure.</p><p>So we have 18 bands.</p><p>those information of the 18 bands</p><p>we reduce to 18 principal components.</p><p>So we we that reduction</p><p>we have 89% of all data variation.</p><p>Then we plot the first two<br />principal components.</p><p>The they explain 89%</p><p>of the of the variation.</p><p>So we can see that every ellipse for is</p><p>is the signature of each plant.</p><p>Here we can see that</p><p>because the highly variation in the data,</p><p>they overlap one in another.</p><p>So the discriminant function<br />was not very well indeed.</p><p>When when we applied<br />the classification method.</p><p>In this case, we applied<br />multinomial logistic regression</p><p>to predict the species.</p><p>Because all highly variation<br />data, we found only.</p><p>The accuracy of</p><p>that model was only of the 14%.</p><p>This means that 86% of</p><p>Of the classification went</p><p>was wrong.</p><p>But all these could be improved.</p><p>Indeed, we we are going to see.</p><p>Later that with another dataset<br />from another researchers</p><p>that they did the white card correction,</p><p>they improve a lot.</p><p>The classification<br />and the discriminant function</p><p>of the principal component analysis.</p><p>That&#8217;s amazing.</p><p>That&#8217;s really it is so good.</p><p>I think that.</p><p>The even thinking</p><p>in the work that my students did</p><p>for, semester in the classroom,</p><p>this example is is great for data working.</p><p>He&#8217;s one for his experimental skills.</p><p>Also computers computational skills<br />and statistics skills.</p><p>So it&#8217;s great that they.</p><p>Carry on an experimental</p><p>procedure in his background.</p><p>So it&#8217;s great to to did these kind of</p><p>exercises in the in the classroom as well.</p><p>That&#8217;s amazing.</p><p>It&#8217;s great to you know</p><p>find out again you know what&#8217;s good<br />data versus what&#8217;s bad data.</p><p>You know.</p><p>And you know<br />So they also take several plant species.</p><p>Would they correct the date the data<br />so we can see</p><p>little variation between the data?</p><p>We do.</p><p>Quick question.</p><p>how did they, how did they correct it?</p><p>can you go a little bit more into detail<br />about the, the, the process of what?</p><p>I don&#8217;t know very well the process,<br />but I know that they, they take</p><p>when they take these measurements also,<br />they take</p><p>the measurement of, weight to face.</p><p>I don&#8217;t know what kind of white to face.</p><p>And then they normalize<br />with the, with that 3D</p><p>every, every measurement in here.</p><p>I don&#8217;t know really well how they did it.</p><p>Well it&#8217;s a good question to</p><p>if they can share more details<br />about how they did the</p><p>the white card White card correction<br />that they call it.</p><p>with this data, with the<br />the principal component analysis.</p><p>And it was even.</p><p>There this is what I can show you now.</p><p>Every ellipse.</p><p>It&#8217;s well apart from the others.</p><p>This means that these</p><p>signatures, these information</p><p>is very particular to each species.</p><p>So it&#8217;s like, fingerprint signature,</p><p>the light signature<br />or the spectral signature</p><p>is it&#8217;s talking to us about</p><p>how one species specifically.</p><p>So that that is great.</p><p>We can see here.</p><p>Oh, how well the data or the each species.</p><p>Separates from, from the other one.</p><p>here is even they</p><p>the white card data.</p><p>So when we did the, the spectral</p><p>sorry the classification method,<br />we find an accuracy.</p><p>We did this data set of 100%.</p><p>Doing that.</p><p>Yes. This means that we can use<br />these spectra signature and predict</p><p>with, 100% of probability</p><p>that this is the coral.</p><p>For example.</p><p>That&#8217;s fantastic.</p><p>That is just, well, great work.</p><p>this is something that, you know, again,<br />goes to the fundamentals,</p><p>you know, of what we&#8217;re trying to do,<br />you know, just, what can you see?</p><p>What do you want to measure?</p><p>And, you know, again, you know,<br />and of course, the calibration as well.</p><p>So if,</p><p>at a certain point,</p><p>I definitely want to see what the,<br />their method of, white carding is.</p><p>you know, what what,<br />what material they use,</p><p>all that fun stuff, you know,<br />we&#8217;re using polystyrene foam generally</p><p>as our, as our substitute for,<br />Spectralon</p><p>because, you know, not everyone can afford<br />Spectralon and, you know much.</p><p>Yeah, exactly. we have that cutting board.</p><p>so like, we had, gotten like,<br />so looking at on the light blue and slope,</p><p>we had, our, lead scientist, Dr.</p><p>Petya Campbell,<br />she was out in Alaska, and she had trouble</p><p>keeping the the, polystyrene foam clean.</p><p>So she was using a white cutting board.</p><p>Okay. there.</p><p>So that&#8217;s another one<br />that we&#8217;re we&#8217;re looking at.</p><p>And then we&#8217;re also looking at,<br />because again,</p><p>yeah, we&#8217;re looking for accessibility<br />and all that we&#8217;re looking at, just like,</p><p>you know, like, you know,</p><p>pieces of paper, white construction paper,<br />and then finally</p><p>to tie it all back in with, Landsat,<br />as we should, white sand, we,</p><p>we will have to go to Quintana Arroyo,<br />Quintana Roo.</p><p>That&#8217;s white sand.</p><p>It would be cool to have white sand,<br />but it would be awesome.</p><p>Cool to have like the other, you know,</p><p>just various<br />different types of sand as well.</p><p>but there&#8217;s, a whole, like, list of,</p><p>you know, places where Landsat calibrates<br />against different sands.</p><p>and it&#8217;s, fantastic list.</p><p>And so if there&#8217;s any kind of sand that&#8217;s,<br />you know, anywhere</p><p>close to being or replicable,<br />to replicate it,</p><p>that would be, you know, just a great,<br />you know,</p><p>learning tool, an instrument,<br />fun, fun way of doing this type of stuff.</p><p>something similar.</p><p>What do you see this time?</p><p>Since partial loss vulgaris?</p><p>what we did was to</p><p>put two treatments,</p><p>one without only soil</p><p>and one with,<br />with some Chemical fertilizer.</p><p>So the plants grow</p><p>we take the measurements in the plants.</p><p>We have a lot of variation also.</p><p>But this could be improved.</p><p>They can.</p><p>I mean, this could be.</p><p>Improve it,<br />as you say, taking the measurement more</p><p>more near to the full face of the leaf.</p><p>But we find some differences.</p><p>Very little difference between the</p><p>fertilizer,</p><p>treatments.</p><p>What was was the.</p><p>without fertilizer.</p><p>Fertilizer and b with fertilizer.</p><p>So they are readings</p><p>where these ones</p><p>and then this one very similar.</p><p>the fertilizer readings</p><p>were a little different from,<br />from the other ones.</p><p>So we can speak better improvement,<br />improvements in the</p><p>taking of the measurements<br />so we can discriminate</p><p>between the fertilizer<br />plants, fertilizer plants and the</p><p>plants without fertilizer.</p><p>The that was</p><p>what she did.</p><p>That&#8217;s that&#8217;s great.</p><p>And then so that was so those measurements<br />were before like correction.</p><p>Is that what you&#8217;re saying?</p><p>before.</p><p>No. Also after<br />you said the the raw data. Yes.</p><p>Oh yeah. Yeah. That&#8217;s. Yeah. Okay.<br />So you&#8217;re using the raw data.</p><p>So the irradiance data,<br />and not the corrected.</p><p>Okay.</p><p>But on that is I mean, again, that is it&#8217;s</p><p>fantastic to know it&#8217;s,<br />that&#8217;s really freaking useful. So</p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/dr-huitzimengari-campos-garcias-stella-q2-sensor-classroom-exercises/">Dr. Huitzimengari Campos Garcia&#8217;s STELLA-Q2 Sensor Classroom Exercises</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Lecture series on the Landsat Program remote sensing course for college juniors and seniors</title>
		<link>https://science.gsfc.nasa.gov/stella/lecture-series-on-the-landsat-program-remote-sensing-course-for-college-juniors-and-seniors/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Sat, 20 Jan 2024 23:02:00 +0000</pubDate>
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					<description><![CDATA[<p>Paige Williams, a PhD Candidate at Virginia Tech, led a lecture series on the Landsat Program for the junior/senior level remote sensing course in the Department of Forest Resources and Environmental Conservation at VT in February.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/lecture-series-on-the-landsat-program-remote-sensing-course-for-college-juniors-and-seniors/">Lecture series on the Landsat Program remote sensing course for college juniors and seniors</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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					<h2 class="elementor-heading-title elementor-size-default">Lecture series on the Landsat Program remote sensing course for college juniors and seniors</h2>				</div>
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									<p>February 2023 — Paige Williams, a PhD Candidate at Virginia Tech, led a lecture series on the Landsat Program for the junior/senior level remote sensing course in the Department of Forest Resources and Environmental Conservation at VT in February.</p><p>The first part of the lecture series introduced the history, current state, and future plans for the <a href="https://landsat.gsfc.nasa.gov/">Landsat Program</a>.</p><p>The second part incorporated a hands-on exercise with the STELLA hand-held spectrometer. Paige provided a range of different materials (ex: different colored fruits, flowers, alive/dead leaves, fake plants, concrete, etc). Students were also encouraged to bring their own materials for a sample measurement</p>								</div>
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									<p>The hands-on activity took place outdoors, and students sampled the different materials with the spectrometer while viewing the live graphs on the STELLA data viewer. Students thoroughly enjoyed the exercise and had many insightful questions about how different objects reflect light.</p>								</div>
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															<img decoding="async" width="843" height="632" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-1024x768.jpeg" class="attachment-large size-large wp-image-1144" alt="Dr Paige Williams demonstrates the STELLA-Dataviewer" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-1024x768.jpeg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-300x225.jpeg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-768x576.jpeg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-1536x1152.jpeg 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Image3-2048x1536.jpeg 2048w" sizes="(max-width: 843px) 100vw, 843px" />															</div>
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									<p>Virginia Tech provides a free service for students to 3D print whatever they would like through the Prototyping Studio in the campus library. She used this resource to print the snap-on beam guide with the field of view of the spectrometers. She plans on printing more STELLA’s for educational purposes in relation to VT’s Geospatial Extension Program.</p><p>-Paige Williams, PhD Candidate at Virginia Tech</p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/lecture-series-on-the-landsat-program-remote-sensing-course-for-college-juniors-and-seniors/">Lecture series on the Landsat Program remote sensing course for college juniors and seniors</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Same Color, Different Materials &#8211; mini lesson for students (grade 3 to 8)</title>
		<link>https://science.gsfc.nasa.gov/stella/same-color-different-materials-mini-lesson-for-students-grade-3-to-8/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Sat, 20 Jan 2024 22:44:00 +0000</pubDate>
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		<category><![CDATA[STELLA-1.1]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=1121</guid>

					<description><![CDATA[<p>May 2023 — Students, from eleven different area schools, came to the SUNY Environmental Science and Forestry campus to participate in mini lessons across campus.&#8230;</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/same-color-different-materials-mini-lesson-for-students-grade-3-to-8/">Same Color, Different Materials &#8211; mini lesson for students (grade 3 to 8)</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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									<p>May 2023 — Students, from eleven different area schools, came to the SUNY Environmental Science and Forestry campus to participate in mini lessons across campus. The Department of Environmental Resources Engineering used the STELLA in a mini lesson on the Electromagnetic Spectrum. This included brief explanations of wavelengths with activities specifically geared to the visible, infrared, and ultraviolet regions of the spectrum.</p>								</div>
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											<figcaption class="widget-image-caption wp-caption-text">Students from grades 3 to 8 using STELLA with the STELLA-Dataviewer to view realtime graphs of spectral data. Photos by Karen Karker</figcaption>
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									<p>Students chose standard colors displayed on a computer screen to see how STELLA works. The instructor demonstrated that the sensor can “see” colors that the human eye cannot see using different plants. Students participated in a discussion about using the spectral signature of a plant for identification purposes.</p><p><em>-Karen Karker, SUNY College of Environmental Science and Forestry</em></p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/same-color-different-materials-mini-lesson-for-students-grade-3-to-8/">Same Color, Different Materials &#8211; mini lesson for students (grade 3 to 8)</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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