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	<title>Posters Archives - STELLA</title>
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	<title>Posters Archives - STELLA</title>
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		<title>STELLA at AGU 2025 MacGyver Session</title>
		<link>https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-macgyver-session/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Wed, 17 Dec 2025 12:59:50 +0000</pubDate>
				<category><![CDATA[News]]></category>
		<category><![CDATA[Posters]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[engineering]]></category>
		<category><![CDATA[NASA]]></category>
		<category><![CDATA[science]]></category>
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		<category><![CDATA[STEM]]></category>
		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3502</guid>

					<description><![CDATA[<p>The poster demonstrated how NASA Goddard Space Flight Center scientists have created affordable (~$200) instruments that teach the same fundamental remote sensing principles used in advanced satellites. </p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-macgyver-session/">STELLA at AGU 2025 MacGyver Session</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 at AGU 2025 MacGyver Session</h2>				</div>
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									<p><a href="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/12/AGU_STELLA2025_poster_abstract_draft_USE_MacGuyver.pdf" target="_blank" rel="noopener">Poster PDF (18 MB)</a></p>								</div>
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									<p><strong>NASA&#8217;s Low-Cost, Open-Source Instruments Empowering Workforce Development and Community Science</strong></p><p>Mike Taylor presented STELLA (Science and Technology Education for Land/Life Assessment) at the American Geophysical Union Fall Meeting 2025, showcasing NASA&#8217;s innovative approach to democratizing remote sensing technology. The poster demonstrated how NASA Goddard Space Flight Center scientists have created affordable (~$200) instruments that teach the same fundamental remote sensing principles used in advanced remote sensing satellites. Taylor&#8217;s presentation highlighted STELLA&#8217;s critical role in building America&#8217;s technical workforce while explicitly showing why continued investment in cutting-edge space technology remains essential for maintaining leadership in Earth observation and space exploration. Featured in the MacGyver Session, which celebrates novel, self-made, and improved sensor solutions that contribute to citizen and community science, the presentation illustrated how accessible instruments can inspire the next generation of space scientists and engineers while creating clear pathways to NASA&#8217;s future workforce.</p><p><strong>Presentation Details:</strong></p><ul><li><strong>Presenter:</strong> Mike Taylor</li><li><strong>Session:</strong> SY31D &#8211; The MacGyver Session</li><li><strong>Date &amp; Time:</strong> Wednesday, December 17, 2025 | 8:30 AM &#8211; 12:00 PM CST</li><li><strong>Location:</strong> New Orleans Ernest N. Morial Convention Center</li><li><strong>Format:</strong> In-person poster presentation</li><li><strong>Abstract ID:</strong> 1858474</li></ul>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-macgyver-session/">STELLA at AGU 2025 MacGyver Session</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>STELLA at AGU 2025 Education Session</title>
		<link>https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-education-session/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Mon, 15 Dec 2025 16:32:53 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[News]]></category>
		<category><![CDATA[Posters]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[engineering]]></category>
		<category><![CDATA[NASA]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[spectroscopy]]></category>
		<category><![CDATA[STEM]]></category>
		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3517</guid>

					<description><![CDATA[<p>The poster showcased how this cross-sector collaboration has successfully co-designed affordable DIY instruments (~$200/unit) that enable students to collect data similar to NASA satellites while developing workforce-relevant technical skills.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-education-session/">STELLA at AGU 2025 Education Session</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
]]></description>
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									<p><a href="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/12/AGU_STELLA2025_poster_Education2_posterdraft7.pdf" target="_blank" rel="noopener">Poster PDF (12 MB)</a></p>								</div>
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									<p><strong>Co-Creating Open-Source Remote Sensing Tools for STEM Workforce Development</strong></p><p>Mike Taylor presented STELLA&#8217;s collaborative educational model at the American Geophysical Union Fall Meeting 2025, highlighting the innovative partnership between NASA scientists and engineers, educational researchers, and classroom teachers. The poster showcased how this cross-sector collaboration has successfully co-designed affordable DIY instruments (~$200/unit) that enable students to collect data similar to NASA satellites while developing workforce-relevant technical skills. Taylor&#8217;s presentation demonstrated how the STELLA team united NASA engineers, scientists, and educators to create instruments with varying complexity levels, allowing educators to match technology challenges to students&#8217; skill development needs. Featured in the Co-Creating Science Education session, the presentation illustrated how students using STELLA devices develop authentic skills in remote sensing, data analysis, and engineering that align with workforce needs in agriculture, environmental science, and satellite technology fields, while offering a replicable model for educational tools that bridge education with workforce preparation through meaningful partnerships.</p><p><strong>Presentation Details:</strong></p><ul><li><strong>Presenter:</strong> Mike Taylor</li><li><strong>Session:</strong> ED11D &#8211; Co-Creating Science Education: Collaborative Models for Education and Outreach</li><li><strong>Date &amp; Time:</strong> Monday, December 15, 2025 | 8:30 AM &#8211; 12:00 PM CST</li><li><strong>Location:</strong> New Orleans Ernest N. Morial Convention Center, Hall EFG (Poster Hall)</li><li><strong>Format:</strong> In-person poster presentation</li><li><strong>Abstract ID:</strong> 1883622</li></ul>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-at-agu-2025-education-session/">STELLA at AGU 2025 Education Session</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>AAES Brings NASA’s STELLA Remote Sensing to Virginia’s Eastern Shore</title>
		<link>https://science.gsfc.nasa.gov/stella/aaes-nasa-stella-eastern-shore/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Thu, 11 Dec 2025 01:18:00 +0000</pubDate>
				<category><![CDATA[Featured-Frontpage]]></category>
		<category><![CDATA[Helio-STELLA]]></category>
		<category><![CDATA[Instruments]]></category>
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		<category><![CDATA[Posters]]></category>
		<category><![CDATA[STELLA-Q2]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=3613</guid>

					<description><![CDATA[<p>The Aerospace Academy of the Eastern Shore (AAES)—a STEM-focused lab school led by Old Dominion University is expanding hands-on aerospace learning through remote sensing using NASA’s STELLA (Science and Technology Education for Land/Life Assessment) instruments.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/aaes-nasa-stella-eastern-shore/">AAES Brings NASA’s STELLA Remote Sensing to Virginia’s Eastern Shore</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">AAES Brings NASA’s STELLA Remote Sensing 
<br />to Virginia’s Eastern Shore
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									<p><em>Story by Rachel White AAES</em></p>								</div>
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									<p>The <a href="https://aaes.oduceio.org/" target="_blank" rel="noopener"><strong>Aerospace Academy of the Eastern Shore (AAES)</strong></a>—a STEM-focused lab school led by <a href="https://www.odu.edu" target="_blank" rel="noopener"><strong>Old Dominion University</strong></a> in partnership with <strong><a href="https://www.accomack.k12.va.us/" target="_blank" rel="noopener">Accomack County Public Schools</a>, <a href="https://www.ncpsk12.com/" target="_blank" rel="noopener">Northampton County Public Schools</a>, and <a href="https://es.vccs.edu/" target="_blank" rel="noopener">Eastern Shore Community College</a></strong>—is expanding hands-on aerospace learning through <strong>remote sensing</strong> using <strong>NASA’s STELLA (Science and Technology Education for Land/Life Assessment)</strong> instruments. STELLA is an open-source, low-cost suite of DIY instruments (including student-build spectrometers) that introduces learners to the same Earth-observation concepts used in NASA missions—connecting local measurements to satellite-based remote sensing and analysis.</p>								</div>
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										<img decoding="async" width="2048" height="1536" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2.jpeg" class="attachment-full size-full wp-image-3684" alt="AAES" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2.jpeg 2048w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2-300x225.jpeg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2-1024x768.jpeg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2-768x576.jpeg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic2-1536x1152.jpeg 1536w" sizes="(max-width: 2048px) 100vw, 2048px" />											<figcaption class="widget-image-caption wp-caption-text">AAES students building STELLA-Q2</figcaption>
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									<p>Most recently, AAES ninth-grade students <strong>built a STELLA-Q2 device in teams</strong> and collected preliminary spectral data. The STELLA-Q2 is designed for classroom accessibility (connector-based, no soldering) and includes <strong>multiple spectrometer sensors</strong> that measure irradiance in the visible to near-infrared range, making it an ideal entry point for students new to scientific instrumentation and data collection. Students celebrated the moment their devices “came to life,” and the build process intentionally reinforced productive struggle—requiring careful assembly, debugging, and iteration as they learned to trust both the engineering process and the data.</p>								</div>
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									<p>Looking ahead, AAES plans to <strong>scale STELLA across the full four-year program</strong> as a student-built toolset for authentic, place-based investigations on the Eastern Shore—where coastal ecosystems, agriculture, and NASA Wallops’ aerospace context create a powerful living laboratory. Over time, students will use STELLA to connect field measurements to NASA Earth observation datasets (e.g., <a href="https://science.nasa.gov/mission/landsat/">Landsat</a>) and apply remote sensing to real questions, building the quantitative, technical, and analytical skills that translate directly to aerospace and geospatial careers.</p>								</div>
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									<p><strong>Planned applications at AAES include:</strong></p><ul><li><strong>Coastal &amp; wetland monitoring:</strong> vegetation health and change detection in marsh systems<br /><br /></li><li><strong>Agriculture &amp; land management:</strong> crop/plant reflectance patterns and seasonal trends<br /><br /></li><li><strong>Student-designed investigations:</strong> hypothesis-driven field studies that pair STELLA readings with satellite imagery and mapped results<br /><br /></li><li><strong>Future expansion into aerial data collection:</strong> exploring how lightweight STELLA instruments can support UAV-enabled investigations as students’ skills mature</li></ul>								</div>
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								<div class="swiper-slide" role="group" aria-roledescription="slide" aria-label="1 of 3"><a data-elementor-open-lightbox="yes" data-elementor-lightbox-slideshow="6f4b483" data-elementor-lightbox-title="AAES_pic4" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzY4MiwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI2XC8wMVwvQUFFU19waWM0LmpwZWciLCJzbGlkZXNob3ciOiI2ZjRiNDgzIn0%3D" href="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic4.jpeg"><figure class="swiper-slide-inner"><img class="swiper-slide-image swiper-lazy" data-src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic4-768x576.jpeg" alt="AAES" /><div class="swiper-lazy-preloader"></div><figcaption class="elementor-image-carousel-caption">Rachel White, Joy Phillips and Mike Taylor at AAES</figcaption></figure></a></div><div class="swiper-slide" role="group" aria-roledescription="slide" aria-label="2 of 3"><a data-elementor-open-lightbox="yes" data-elementor-lightbox-slideshow="6f4b483" data-elementor-lightbox-title="AAES_pic8" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzY3OCwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI2XC8wMVwvQUFFU19waWM4LmpwZWciLCJzbGlkZXNob3ciOiI2ZjRiNDgzIn0%3D" href="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic8.jpeg"><figure class="swiper-slide-inner"><img class="swiper-slide-image swiper-lazy" data-src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic8-768x576.jpeg" alt="AAES" /><div class="swiper-lazy-preloader"></div><figcaption class="elementor-image-carousel-caption">AAES instructors and visitors building STELLA-Q2s.</figcaption></figure></a></div><div class="swiper-slide" role="group" aria-roledescription="slide" aria-label="3 of 3"><a data-elementor-open-lightbox="yes" data-elementor-lightbox-slideshow="6f4b483" data-elementor-lightbox-title="AAES_pic9" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzY3NywidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI2XC8wMVwvQUFFU19waWM5LmpwZWciLCJzbGlkZXNob3ciOiI2ZjRiNDgzIn0%3D" href="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic9.jpeg"><figure class="swiper-slide-inner"><img class="swiper-slide-image swiper-lazy" data-src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2026/01/AAES_pic9-768x576.jpeg" alt="AAES" /><div class="swiper-lazy-preloader"></div><figcaption class="elementor-image-carousel-caption">AAES students building STELLA-Q2s and receiving some guidance from Mike Taylor.</figcaption></figure></a></div>			</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/aaes-nasa-stella-eastern-shore/">AAES Brings NASA’s STELLA Remote Sensing to Virginia’s Eastern Shore</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>On the Statistical Significance of Local Land Cover Measurements: A Comparative Analysis of Citizen Science and Remote Sensing Programs</title>
		<link>https://science.gsfc.nasa.gov/stella/on-the-statistical-significance-of-local-land-cover-measurements-a-comparative-analysis-of-citizen-science-and-remote-sensing-programs/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Sat, 20 Jan 2024 23:33:00 +0000</pubDate>
				<category><![CDATA[Engagement]]></category>
		<category><![CDATA[Instruments]]></category>
		<category><![CDATA[News]]></category>
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		<category><![CDATA[STELLA-1.1]]></category>
		<category><![CDATA[AGU]]></category>
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		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=1248</guid>

					<description><![CDATA[<p>Low-cost sensors, such as NASA’s Science and Technology Education for Land/Life Assessment (STELLA), make granular data collection more cost-effective. </p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/on-the-statistical-significance-of-local-land-cover-measurements-a-comparative-analysis-of-citizen-science-and-remote-sensing-programs/">On the Statistical Significance of Local Land Cover Measurements: A Comparative Analysis of Citizen Science and Remote Sensing Programs</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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										<content:encoded><![CDATA[		<div data-elementor-type="wp-post" data-elementor-id="1248" class="elementor elementor-1248">
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					<h2 class="elementor-heading-title elementor-size-default">On the Statistical Significance of Local Land Cover Measurements: A Comparative Analysis of Citizen Science and Remote Sensing Programs</h2>				</div>
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									<p><strong>Abstract:</strong> Accurate land cover data can provide powerful insight into characterizing the effects of climate change. Remote sensing satellites enable state-of-the-art land cover measurements, but data collected on the Earth&#8217;s surface offers a new perspective on land cover characteristics through its more localized scope. Areas that may be generalized to a single pixel in a remote sensing satellite’s data products can be observed at a more granular level through on-site data collection strategies.</p><p>Low-cost sensors, such as NASA’s Science and Technology Education for Land/Life Assessment (STELLA), make such granular data collection more cost-effective. Citizen Science programs, like the Global Learning and Observations to Benefit the Environment (GLOBE) Program, provide a blueprint for reliably scaling this type of on-site data collection.</p><p>STELLA is an open-source platform that allows volunteers, like Citizen Scientists, to measure electromagnetic waves to calculate irradiance and temperature in a specific Area Of Interest (AOI). STELLA is cost-effective, as its kit can be assembled by any user with access to makerspace tools commonly found in educational institutions, like 3D printers and<br />soldering irons.</p>								</div>
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									<p>This work presents a comparative analysis of the land cover measurements recorded by the STELLA sensor and remote sensing satellites, such as LANDSAT 9. Surface temperatures were recorded hourly using the STELLA sensor on four different types of land cover within a 500-square-meter area in Reno, Nevada.</p><p>The results indicate a statistically significant discrepancy between measurements recorded by the STELLA sensor and LANDSAT, highlighting an untapped data trove in localized  sensor measurements. Additionally, we present a data collection control flow for Citizen Science volunteers to record reliable STELLA sensor data. We demonstrate how such Citizen Science data can provide a valuable alternative perspective when compared to its state-of-the-art counterparts, rendering it a valuable tool for future studies.</p>								</div>
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												<figure class="wp-caption">
											<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2025/05/Aidan_poster_AGU2023.jpg" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="Aidan_poster_AGU2023" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI0OSwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wNVwvQWlkYW5fcG9zdGVyX0FHVTIwMjMuanBnIn0%3D">
							<img loading="lazy" decoding="async" width="2072" height="1678" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023.jpg" class="attachment-full size-full wp-image-1249" alt="College student Aidan Schneider presenting his poster about the Statistical Significance of Land Classification at AGU2023" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023.jpg 2072w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023-300x243.jpg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023-1024x829.jpg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023-768x622.jpg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023-1536x1244.jpg 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Aidan_poster_AGU2023-2048x1659.jpg 2048w" sizes="(max-width: 2072px) 100vw, 2072px" />								</a>
											<figcaption class="widget-image-caption wp-caption-text">College student Aidan Schneider presenting his poster about the Statistical Significance of Land Classification at AGU2023</figcaption>
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							<img loading="lazy" decoding="async" width="1920" height="1440" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm.jpg" class="attachment-full size-full wp-image-1251" alt="On the Statistical Significance of Local Land Cover Measurements A Comparative Analysis of Citizen Science and Remote Sensing Programs poster at AGU2023" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm.jpg 1920w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm-300x225.jpg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm-1024x768.jpg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm-768x576.jpg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/AGU2023_v2sm-1536x1152.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" />								</a>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/on-the-statistical-significance-of-local-land-cover-measurements-a-comparative-analysis-of-citizen-science-and-remote-sensing-programs/">On the Statistical Significance of Local Land Cover Measurements: A Comparative Analysis of Citizen Science and Remote Sensing Programs</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>Quantifying Plant Biodiversity Using Different Spectrometers, Spectral Unmixing, and UAV Imagery</title>
		<link>https://science.gsfc.nasa.gov/stella/quantifying-plant-biodiversity-using-different-spectrometers-spectral-unmixing-and-uav-imagery/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Sat, 20 Jan 2024 23:15:00 +0000</pubDate>
				<category><![CDATA[Applications]]></category>
		<category><![CDATA[Engagement]]></category>
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		<category><![CDATA[Land]]></category>
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		<category><![CDATA[land use]]></category>
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		<category><![CDATA[spectroscopy]]></category>
		<category><![CDATA[STEM]]></category>
		<guid isPermaLink="false">https://science.gsfc.nasa.gov/stella/?p=1240</guid>

					<description><![CDATA[<p>Monitoring biodiversity is an effective way to quantify and assess the impacts of climate change, but methods for doing so can be inaccessible, laborious, or invasive to an ecosystem.</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/quantifying-plant-biodiversity-using-different-spectrometers-spectral-unmixing-and-uav-imagery/">Quantifying Plant Biodiversity Using Different Spectrometers, Spectral Unmixing, and UAV Imagery</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">Quantifying Plant Biodiversity Using Different Spectrometers, Spectral Unmixing, and UAV Imagery</h2>				</div>
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									<p><strong>Abstract:</strong> Monitoring biodiversity is an effective way to quantify and assess the impacts of climate change, but methods for doing so can be inaccessible, laborious, or invasive to an ecosystem. In Arctic environments, permafrost peatlands are thawing at accelerated rates and causing wetter conditions that are suited to fewer plant species, resulting in a loss of biodiversity. We used aerial imagery from unpiloted aerial systems (UAS) (collected July 2022&amp;2023) combined with field collection and in-situ spectral characteristics of plant species to characterize vegetation landcover and predict sub-habitat changes. Our field site was at Stordalen Mire, Sweden. Field collection involved creating a spectral library using portable spectrometers such as the 350-2500nm Spectra Vista Corp. HR-1024i, which can be expensive and cumbersome.</p>								</div>
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									<p>This research aims to address the tradeoffs of cost and precision in an effort to make large-scale biodiversity monitoring more accessible by testing alternative spectrometers such as the NASA STELLA Q and Sherwin-Williams® ColorSnap Tool®. In addition to testing different sampling tools, this research will look at different classification methods including classifying by cover type or species through spectral unmixing, such as Random Forests.</p><p>Spectral unmixing breaks down a UAS image into the probability of end members at the pixel scale, finds which signature is prominent in each, and displays the species associated with it. Spectral unmixing is helpful in tracking sub-habitat changes over time, predicting areas of high concern in the future, and measuring biodiversity throughout a study area to indicate ecosystem health.</p>								</div>
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											<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1.jpg" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="Bianca_Poster_AGU2023" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI0MSwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wNVwvQmlhbmNhX1Bvc3Rlcl9BR1UyMDIzLTEuanBnIn0%3D">
							<img loading="lazy" decoding="async" width="1900" height="1448" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1.jpg" class="attachment-full size-full wp-image-1241" alt="Bianca Cilento presenting her poster about Quantifying Plant Biodiversity at AGU 2023" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1.jpg 1900w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1-300x229.jpg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1-1024x780.jpg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1-768x585.jpg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Bianca_Poster_AGU2023-1-1536x1171.jpg 1536w" sizes="(max-width: 1900px) 100vw, 1900px" />								</a>
											<figcaption class="widget-image-caption wp-caption-text">Graduate student Bianca Cilento presenting her poster about Quantifying Plant Biodiversity at AGU 2023</figcaption>
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																<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2025/05/Cilento_AGU23sm.jpg" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="Cilento_AGU23sm" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI0NCwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wNVwvQ2lsZW50b19BR1UyM3NtLmpwZyJ9">
							<img loading="lazy" decoding="async" width="843" height="632" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm-1024x768.jpg" class="attachment-large size-large wp-image-1244" alt="" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm-1024x768.jpg 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm-300x225.jpg 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm-768x576.jpg 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm-1536x1152.jpg 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/Cilento_AGU23sm.jpg 1920w" sizes="(max-width: 843px) 100vw, 843px" />								</a>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/quantifying-plant-biodiversity-using-different-spectrometers-spectral-unmixing-and-uav-imagery/">Quantifying Plant Biodiversity Using Different Spectrometers, Spectral Unmixing, and UAV Imagery</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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		<title>STELLA Poster AGU2023</title>
		<link>https://science.gsfc.nasa.gov/stella/stella-poster-agu2023/</link>
		
		<dc:creator><![CDATA[Michael Taylor]]></dc:creator>
		<pubDate>Fri, 24 Nov 2023 23:45:00 +0000</pubDate>
				<category><![CDATA[Instruments]]></category>
		<category><![CDATA[Posters]]></category>
		<category><![CDATA[STELLA-1.1]]></category>
		<category><![CDATA[AGU]]></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=1255</guid>

					<description><![CDATA[<p>STELLA: An Open-Source DIY Handheld Spectrometer - Amazing Technologies and Capabilities That Contribute to STEAM I Poster</p>
<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-poster-agu2023/">STELLA Poster AGU2023</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 Poster AGU2023</h2>				</div>
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																<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2025/05/STELLA_AGU2023_sm.png" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="STELLA_AGU2023_sm" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI1NiwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wNVwvU1RFTExBX0FHVTIwMjNfc20ucG5nIn0%3D">
							<img loading="lazy" decoding="async" width="1440" height="1032" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/STELLA_AGU2023_sm.png" class="attachment-full size-full wp-image-1256" alt="STELLA poster AGU2023" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/STELLA_AGU2023_sm.png 1440w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/STELLA_AGU2023_sm-300x215.png 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/STELLA_AGU2023_sm-1024x734.png 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2025/05/STELLA_AGU2023_sm-768x550.png 768w" sizes="(max-width: 1440px) 100vw, 1440px" />								</a>
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									<p><strong>Abstract ID and Title:</strong> 1432877: STELLA: An Open-Source DIY Handheld Spectrometer<br /><strong>Final Paper Number:</strong> ED31B-0907<br /><strong>Presentation Type:</strong> Poster<br /><strong>Session Number and Title:</strong> ED31B: Amazing Technologies and Capabilities That Contribute to STEAM I Poster<br /><strong>Session Date and Time:</strong> Wednesday, December 13th; 8:30 AM &#8211; 12:50 PM PST<br /><strong>Location: </strong>MC, Poster Hall A-C &#8211; South</p>								</div>
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																<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-scaled.png" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="STELLA_ASD_Landsat_Grass_avg" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI2MCwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMVwvU1RFTExBX0FTRF9MYW5kc2F0X0dyYXNzX2F2Zy1zY2FsZWQucG5nIn0%3D">
							<img loading="lazy" decoding="async" width="2560" height="1105" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-scaled.png" class="attachment-full size-full wp-image-1260" alt="STELLA, ASD and Landsat spectral readings graph" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-scaled.png 2560w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-300x129.png 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-1024x442.png 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-768x331.png 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-1536x663.png 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_ASD_Landsat_Grass_avg-2048x884.png 2048w" sizes="(max-width: 2560px) 100vw, 2560px" />								</a>
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									<p>STELLA derived average of grass compared to ASD and Landsat data collected from USGS&#8217;s Spectral Library &#8211; <a href="https://crustal.usgs.gov/speclab/QueryAll07a.php" target="_blank" rel="noopener">https://crustal.usgs.gov/speclab/QueryAll07a.php</a> &#8211; Lawn_Grass GDS91 green BECKa AREF</p>								</div>
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																<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2023/11/AvgGrass-scaled.png" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="AvgGrass" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI2MSwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMVwvQXZnR3Jhc3Mtc2NhbGVkLnBuZyJ9">
							<img loading="lazy" decoding="async" width="2560" height="1131" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-scaled.png" class="attachment-full size-full wp-image-1261" alt="" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-scaled.png 2560w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-300x133.png 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-1024x452.png 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-768x339.png 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-1536x679.png 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/AvgGrass-2048x905.png 2048w" sizes="(max-width: 2560px) 100vw, 2560px" />								</a>
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									<p>STELLA derived average of grass from averages below.</p>								</div>
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																<a href="https://science.gsfc.nasa.gov/stella//wp-content/uploads/2023/11/STELLA_Grass_avg-scaled.png" data-elementor-open-lightbox="yes" data-elementor-lightbox-title="STELLA_Grass_avg" data-e-action-hash="#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTI2MiwidXJsIjoiaHR0cHM6XC9cL3NjaWVuY2UuZ3NmYy5uYXNhLmdvdlwvc3RlbGxhXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMVwvU1RFTExBX0dyYXNzX2F2Zy1zY2FsZWQucG5nIn0%3D">
							<img loading="lazy" decoding="async" width="2560" height="1109" src="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-scaled.png" class="attachment-full size-full wp-image-1262" alt="" srcset="https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-scaled.png 2560w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-300x130.png 300w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-1024x444.png 1024w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-768x333.png 768w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-1536x665.png 1536w, https://science.gsfc.nasa.gov/stella/wp-content/uploads/2023/11/STELLA_Grass_avg-2048x887.png 2048w" sizes="(max-width: 2560px) 100vw, 2560px" />								</a>
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									<p>Averages from 3 days using 11 different STELLAs across full sun days between 12 and 2pm, 19 readings with 20 measurements per reading.</p><p>STELLA derived average of grass. STELLAs used UID 316, 5279, 5309, 7451, 9967, 2479, 4139, 5548, 8319, 8637, 8879- ASD and Landsat data collected from USGS&#8217;s Spectral Library &#8211; https://crustal.usgs.gov/speclab/QueryAll07a.php &#8211; Lawn_Grass GDS91 green BECKa AREF</p><p><strong>Poster References:</strong></p><p>Do Hands-On, Technology-Based Activities Enhance Learning by Reinforcing Cognitive Knowledge and Retention? (Anthony R. Korwin, Ronald E. Jones), Spring 1990, JTE v1n2<br /><a href="https://scholar.lib.vt.edu/ejournals/JTE/v1n2/html/jones.html" target="_blank" rel="noopener">https://scholar.lib.vt.edu/ejournals/JTE/v1n2/html/jones.html</a></p><p>Lee, W. S. (2020). An Experimental Investigation Into the Application of a Learning-From-Mistakes Approach Among Freshmen Students. SAGE Open, 10(2). <a href="https://doi.org/10.1177/2158244020931938" target="_blank" rel="noopener">https://doi.org/10.1177/2158244020931938</a></p><p>Berman, Alexander, Garcia, Brittany, Nam, Beth, Chu, Sharon, &amp; Quek, Francis<br />(2016). Toward a making community of practice: The social aspects of elementary<br />classroom-based making. In Proceedings of the 6th annual conference<br />on creativity and fabrication in education (pp. 9–16). <a href="http://dx.doi.org/10.1145/3003397.3003399" target="_blank" rel="noopener">http://dx.doi.org/10.1145/3003397.3003399</a>.</p><p>Gourlet, Pauline, &amp; Decortis, Fran.oise (2018). Prototyping a designerly learning<br />through authentic making activities in elementary classrooms. International<br />Journal of Child-Computer Interaction, 16, 31–38. <a href="http://dx.doi.org/10.1016/j.Ijcci.2017.11.002" target="_blank" rel="noopener">http://dx.doi.org/10.1016/j.Ijcci.2017.11.002</a>.</p><p>Tuhkala, Ari, Wagner, Marie-Louise, Iversen, Ole Sejer, &amp; K.rkk.inen, Tommi<br />(2019). Technology comprehension—Combining computing, design, and societal<br />reflection as a national subject. International Journal of Child-Computer<br />Interaction, 20, 54–63.<a href="https://doi.org/10.1016/j.ijcci.2019.03.004" target="_blank" rel="noopener">https://doi.org/10.1016/j.ijcci.2019.03.004</a>.</p><p>Montero, D., Aybar, C., Mahecha, M.D. et al. A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research. Sci Data 10, 197 (2023). <a href="https://doi.org/10.1038/s41597-023-02096-0" target="_blank" rel="noopener">https://doi.org/10.1038/s41597-023-02096-0</a></p><p>Compton J. Tucker, Red and photographic infrared linear combinations for monitoring vegetation, Remote Sensing of Environment, Volume 8, Issue 2, 1979, Pages 127-150, ISSN 0034-4257, <a href="https://doi.org/10.1016/0034-4257(79)90013-0" target="_blank" rel="noopener">https://doi.org/10.1016/0034-4257(79)90013-0</a>.</p>								</div>
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		<p>The post <a href="https://science.gsfc.nasa.gov/stella/stella-poster-agu2023/">STELLA Poster AGU2023</a> appeared first on <a href="https://science.gsfc.nasa.gov/stella">STELLA</a>.</p>
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