Forestry and Other Land Use: Difference between revisions
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== Machine Learning Application Areas == |
== Machine Learning Application Areas == |
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'''Monitoring peatlands''' |
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''' |
=== '''Monitoring peatlands''' === |
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=== '''Managing forests''' === |
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* Estimating carbon stock |
* Estimating carbon stock |
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* Reducing deforestation |
* Reducing deforestation |
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<br /> |
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== Background Readings == |
== Background Readings == |
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=== Other === |
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*'''Monitoring tropical forest carbon stocks and emissions using Planet satellite data''' |
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*'''Characterizing agricultural drought in the Karamoja subregion of Uganda with meteorological and satellite-based indices''' |
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*'''Monitoring tropical forest carbon stocks and emissions using Planet satellite data'''<ref>{{Cite journal|last=Csillik|first=Ovidiu|last2=Kumar|first2=Pramukta|last3=Mascaro|first3=Joseph|last4=O’Shea|first4=Tara|last5=Asner|first5=Gregory P.|date=2019-11-28|title=Monitoring tropical forest carbon stocks and emissions using Planet satellite data|url=http://dx.doi.org/10.1038/s41598-019-54386-6|journal=Scientific Reports|volume=9|issue=1|doi=10.1038/s41598-019-54386-6|issn=2045-2322}}</ref>: An example of carbon stock estimation from satellite imagery. |
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*'''Remote Sensing Northern Lake Methane Ebullition''' |
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*'''Characterizing agricultural drought in the Karamoja subregion of Uganda with meteorological and satellite-based indices'''<ref>{{Cite journal|last=Nakalembe|first=Catherine|date=2018-02-10|title=Characterizing agricultural drought in the Karamoja subregion of Uganda with meteorological and satellite-based indices|url=http://dx.doi.org/10.1007/s11069-017-3106-x|journal=Natural Hazards|volume=91|issue=3|pages=837–862|doi=10.1007/s11069-017-3106-x|issn=0921-030X}}</ref>: A study of drought phenomena using remote sensing data. |
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*'''Remote Sensing Northern Lake Methane Ebullition'''<ref>{{Cite journal|last=Engram|first=M.|last2=Walter Anthony|first2=K. M.|last3=Sachs|first3=T.|last4=Kohnert|first4=K.|last5=Serafimovich|first5=A.|last6=Grosse|first6=G.|last7=Meyer|first7=F. J.|date=2020-05-11|title=Remote sensing northern lake methane ebullition|url=http://dx.doi.org/10.1038/s41558-020-0762-8|journal=Nature Climate Change|volume=10|issue=6|pages=511–517|doi=10.1038/s41558-020-0762-8|issn=1758-678X}}</ref>: A study relating methane emissions estimates from airplanes and satellite imagery. |
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== Online Courses and Course Materials == |
== Online Courses and Course Materials == |
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=== Major conferences === |
=== Major conferences === |
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*'''EARTHVISION''': A workshop regularly held at computer vision conferences. |
*'''EARTHVISION''': A workshop regularly held at computer vision conferences. Website [https://www.grss-ieee.org/earthvision2020/ here]. |
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*'''Space and AI:''' A conference organized by the ESA-CLAIRE AI Special Interest Group on Space. |
*'''Space and AI:''' A conference organized by the ESA-CLAIRE AI Special Interest Group on Space. Website [https://claire-ai.org/sig-space/?lang=fr here]. |
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=== Major journals === |
=== Major journals === |
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Some packages for working with remote sensing data are, |
Some packages for working with remote sensing data are, |
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*'''eo-learn''': A python package maintained by the European Space Agency, giving easy access to imagery from Sentinel satellites, as well as utilities for data processing |
*'''eo-learn''': A python package maintained by the European Space Agency, giving easy access to imagery from Sentinel satellites, as well as utilities for data processing, available [https://github.com/sentinel-hub/eo-learn here]. |
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*'''robosat''': A package mapbox. |
*'''robosat''': A package maintained by mapbox, available [https://github.com/mapbox/robosat here]. |
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*'''solaris''': A package from CosmiQ Works (SpaceNet Challenge). |
*'''solaris''': A package from CosmiQ Works (SpaceNet Challenge), available [https://solaris.readthedocs.io/en/latest/ here]. |
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== Data == |
== Data == |