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Nexus Research Group<p>🛰️ That’s a wrap! The 2nd EnMAP User Workshop brought 3 packed days of talks, posters &amp; hands-on tutorials —exploring how EnMAP data supports research on vegetation, water, soil &amp; atmosphere. </p><p>Highlights included hands-on tutorials, lively garden chats, and an exclusive look behind the scenes at <span class="h-card" translate="no"><a href="https://social.bund.de/@DLR" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>DLR</span></a></span> &amp; <a href="https://mastodon.social/tags/ohb" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ohb</span></a> </p><p>Thanks to all who joined, shared, and inspired! 🌍🚀 <a href="https://mastodon.social/tags/EnMAP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EnMAP</span></a> <a href="https://mastodon.social/tags/RemoteSensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RemoteSensing</span></a> <a href="https://mastodon.social/tags/EarthObservation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EarthObservation</span></a> <a href="https://mastodon.social/tags/Geography" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Geography</span></a> <a href="https://mastodon.social/tags/Hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Hyperspectral</span></a> <a href="https://mastodon.social/tags/DLR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DLR</span></a> <a href="https://mastodon.social/tags/LMU" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LMU</span></a> <a href="https://mastodon.social/tags/CHIME" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CHIME</span></a> <a href="https://mastodon.social/tags/EnvironmentalScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EnvironmentalScience</span></a> <a href="https://mastodon.social/tags/research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>research</span></a> <a href="https://mastodon.social/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>science</span></a> <a href="https://mastodon.social/tags/news" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>news</span></a></p>
Fiona Gregory<p>CarbonMapper - point sources of <a href="https://mapstodon.space/tags/methane" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>methane</span></a> and CO2 identified worldwide by Planet's Tanager satellites <a href="https://mapstodon.space/tags/earthobservation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>earthobservation</span></a> <a href="https://mapstodon.space/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a> <a href="https://mapstodon.space/tags/planetscope" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>planetscope</span></a> <a href="https://data.carbonmapper.org" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">data.carbonmapper.org</span><span class="invisible"></span></a></p>
Dr. John Barentine FRAS<p>A new paper about a simple, open-source <a href="https://astrodon.social/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a> imager using "off-the-shelf components and 3D printed parts, costing around £350 in total".</p><p><a href="https://bmcbiol.biomedcentral.com/articles/10.1186/s12915-024-02110-w" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">bmcbiol.biomedcentral.com/arti</span><span class="invisible">cles/10.1186/s12915-024-02110-w</span></a></p><p><a href="https://astrodon.social/tags/Imaging" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Imaging</span></a> <a href="https://astrodon.social/tags/ALAN" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ALAN</span></a> <a href="https://astrodon.social/tags/LightPollution" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LightPollution</span></a></p>
Jose<p>We got a <a href="https://fediscience.org/tags/paper" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>paper</span></a> out! We demonstrate that you can retrieve **all** of PROSAIL <a href="https://fediscience.org/tags/RadiativeTransfer" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RadiativeTransfer</span></a> model parameters from <a href="https://fediscience.org/tags/timeseries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>timeseries</span></a> of <a href="https://fediscience.org/tags/Sentinel2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Sentinel2</span></a> <a href="https://fediscience.org/tags/reflectance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>reflectance</span></a>. You can then even explain ~90% of the full <a href="https://fediscience.org/tags/Hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Hyperspectral</span></a> data. At least over <a href="https://fediscience.org/tags/crops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>crops</span></a> <a href="https://doi.org/10.1016/j.rse.2024.114510" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1016/j.rse.2024.114</span><span class="invisible">510</span></a></p>
💧🌏 Greg Cocks<p>HyperCoast - A Python Package for Visualizing and Analyzing Hyperspectral Data in Coastal Environments<br>--<br><a href="https://doi.org/10.21105/joss.07025" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">doi.org/10.21105/joss.07025</span><span class="invisible"></span></a> &lt;-- shared paper<br>--<br><a href="https://hypercoast.org/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">hypercoast.org/</span><span class="invisible"></span></a> &lt;-- HyperCoast web site<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/HyperCoast" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HyperCoast</span></a> <a href="https://techhub.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://techhub.social/tags/code" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>code</span></a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>opensource</span></a> <a href="https://techhub.social/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>remotesensing</span></a> <a href="https://techhub.social/tags/processing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>processing</span></a> <a href="https://techhub.social/tags/materials" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>materials</span></a> <a href="https://techhub.social/tags/leafmap" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>leafmap</span></a> <a href="https://techhub.social/tags/PyVista" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PyVista</span></a> <a href="https://techhub.social/tags/spaceborne" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spaceborne</span></a> <a href="https://techhub.social/tags/airborne" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>airborne</span></a> <a href="https://techhub.social/tags/satellite" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>satellite</span></a> <a href="https://techhub.social/tags/AVIRIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AVIRIS</span></a> <a href="https://techhub.social/tags/NEON" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NEON</span></a> <a href="https://techhub.social/tags/AOP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AOP</span></a> <a href="https://techhub.social/tags/PACE" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PACE</span></a> <a href="https://techhub.social/tags/EMIT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EMIT</span></a> <a href="https://techhub.social/tags/DLR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DLR</span></a> <a href="https://techhub.social/tags/DESIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DESIS</span></a> <a href="https://techhub.social/tags/ECOSTRESS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ECOSTRESS</span></a> <a href="https://techhub.social/tags/3d" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>3d</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/NASA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NASA</span></a> <a href="https://techhub.social/tags/visualisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>visualisation</span></a> <a href="https://techhub.social/tags/coast" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>coast</span></a> <a href="https://techhub.social/tags/coastal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>coastal</span></a> <span class="h-card" translate="no"><a href="https://techhub.social/@nasa" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>nasa</span></a></span></p>
Henning Buddenbaum<p>Obligatorisches Cessnaselfie <a href="https://mastodon.online/tags/hyspex" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyspex</span></a> <a href="https://mastodon.online/tags/Hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Hyperspectral</span></a></p>
jebyrnes<p>Interested in the intersection of <a href="https://ecoevo.social/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a> <a href="https://ecoevo.social/tags/remoteSensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>remoteSensing</span></a> and <a href="https://ecoevo.social/tags/kelp" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>kelp</span></a>? Come join my lab! We have a ton of data collected and a one-year postdoc to turn out a ton of papers and take a mad <a href="https://ecoevo.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> adventure! For more, see this link <a href="https://employmentopportunities.umb.edu/boston/en-us/job/523078/post-doctoral-research-fellow" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">employmentopportunities.umb.ed</span><span class="invisible">u/boston/en-us/job/523078/post-doctoral-research-fellow</span></a></p>
Jose<p><span class="h-card" translate="no"><a href="https://mastodon.social/@luis_de_sousa" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>luis_de_sousa</span></a></span> For those who like me, can't be bothered to watch a video, it's about <a href="https://fediscience.org/tags/chime" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>chime</span></a> Esa's <a href="https://fediscience.org/tags/Hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Hyperspectral</span></a> mission</p>
Oili Ylivaara<p><span class="h-card" translate="no"><a href="https://ecoevo.social/@DrPlanktonguy" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>DrPlanktonguy</span></a></span> It's great to see more hyperspectral missions in space! <a href="https://scicomm.xyz/tags/VTTFinland" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VTTFinland</span></a> has also been active in the field of <a href="https://scicomm.xyz/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a> technology, with the Reaktor Hello World nanosatellite being the first nanosatellite camera capable of hyperspectral imaging in space. And there is more to come. <a href="https://kuvaspace.com/reaktor-hello-world-bids-adieu/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">kuvaspace.com/reaktor-hello-wo</span><span class="invisible">rld-bids-adieu/</span></a></p>
Warren Currie 🦠🦐<p>Weekend <a href="https://ecoevo.social/tags/Plankton" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Plankton</span></a> <a href="https://ecoevo.social/tags/Factoid" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Factoid</span></a> 🦐🦠<br>Why are plankton ecologists *so excited about the launch of <a href="https://ecoevo.social/tags/NASA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NASA</span></a> PACE <a href="https://ecoevo.social/tags/satellite" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>satellite</span></a>? Because: Plankton Aerosol Cloud <a href="https://ecoevo.social/tags/ocean" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ocean</span></a> Ecosystem. It is a giant step forward for <a href="https://ecoevo.social/tags/phytoplankton" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>phytoplankton</span></a> id because the new Ocean Color Instrument (OCI) is <a href="https://ecoevo.social/tags/hyperspectral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hyperspectral</span></a>, meaning it can image ultraviolet to visible &amp; visible to near-infrared at 5nm resolution 🤓! Big news because previous satellites only saw a few colors. OCI can now identify algae pigments! <a href="https://ecoevo.social/tags/Climate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Climate</span></a><br><a href="https://pace.oceansciences.org/oci.htm" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">pace.oceansciences.org/oci.htm</span><span class="invisible"></span></a></p>
Fenjan🦖<p>date: 2023-02-05 00:16:00<br />by: Sustainable Minerals Institute (SMI), UQ</p><p>Make sure to check out this <a href="https://sigmoid.social/tags/phd" class="mention hashtag" rel="tag">#<span>phd</span></a> opportunity in <a href="https://sigmoid.social/tags/hyperspectral" class="mention hashtag" rel="tag">#<span>hyperspectral</span></a> <a href="https://sigmoid.social/tags/remotesensing" class="mention hashtag" rel="tag">#<span>remotesensing</span></a> and take part in the &#39;m4mining&#39; project, funded by the <a href="https://sigmoid.social/tags/EuropeanUnion" class="mention hashtag" rel="tag">#<span>EuropeanUnion</span></a>&#39;s Horizon Europe program.</p><p>Apply 📝<br /><a href="https://smi.uq.edu.au/study/scholarships-and-awards/eu-horizon-europe-funded-m4mining-project" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">smi.uq.edu.au/study/scholarshi</span><span class="invisible">ps-and-awards/eu-horizon-europe-funded-m4mining-project</span></a> <a href="https://twitter.com/SMI_UQ/status/1615884792180125697" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">twitter.com/SMI_UQ/status/1615</span><span class="invisible">884792180125697</span></a></p><p>🐦🔗: <a href="https://twitter.com/twitter/statuses/1622026215400869890" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">twitter.com/twitter/statuses/1</span><span class="invisible">622026215400869890</span></a><br /><a href="https://sigmoid.social/tags/PhdPosition" class="mention hashtag" rel="tag">#<span>PhdPosition</span></a></p>
Glenn Moncrieff<p>The best way to quickly explore EnMAP <a href="https://sigmoid.social/tags/hyperspectral" class="mention hashtag" rel="tag">#<span>hyperspectral</span></a> data is with the QGIS EnMAP box plugin. But if you want to do scalable ML you might want to try xarray and dask-ml. Here is an (unpolished) notebook to get you started</p><p><a href="https://github.com/GMoncrieff/xarray-enmap" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/GMoncrieff/xarray-e</span><span class="invisible">nmap</span></a></p>
Glenn Moncrieff<p>I read the announcement that data from the DLR <a href="https://sigmoid.social/tags/hyperspectral" class="mention hashtag" rel="tag">#<span>hyperspectral</span></a> satellite EnMAP is now publically available. But it is not entirely clear from the data access portal what the process to get access involves <a href="https://www.enmap.org/data_access/" target="_blank" rel="nofollow noopener noreferrer" translate="no"><span class="invisible">https://www.</span><span class="">enmap.org/data_access/</span><span class="invisible"></span></a><br />Anybody had any luck? <a href="https://sigmoid.social/tags/remotesensing" class="mention hashtag" rel="tag">#<span>remotesensing</span></a></p>