WE2.R14: Bio/Geo-Physical Parameter Estimation via Machine Learning
Wed, 19 Jul, 10:15 - 11:30 Pacific Time (UTC -7)
Location: Room 14
Session Type: Oral
Session Co-Chairs: Andreas Michel, Fraunhofer IOSB and Veronica Wairimu Muriga, Massachusetts Institute of Technology (MIT)
Track: AI and Big Data
Wed, 19 Jul, 10:15 - 10:27 Pacific Time (UTC -7)

WE2.R14.1: INVERSION OF RADIATIVE TRANSFER MODEL THROUGH ONE-DIMENSIONAL CONVOLUTIONAL NEURAL NETWORK TO RETRIEVE FOLIAR TRAITS OF TEMPERATE FOREST CANOPIES WITH IMAGING SPECTROCOPY
Thierry Gaubert, Karine Adeline, Xavier Briottet, ONERA, France; Margarita Huesca, University of Twente, Netherlands; Susan Ustin, University of California Davis, United States
Wed, 19 Jul, 10:27 - 10:39 Pacific Time (UTC -7)

WE2.R14.2: IMPROVING EXTREME VALUE PREDICTION FOR WATER CLARITY USING WEIGHTED REGRESSION MODELS
William Daniels, Northwestern University, United States; Troy Ames, J. Blake Clark, Stephanie Schollaert Uz, NASA Goddard Space Flight Center, United States
Wed, 19 Jul, 10:39 - 10:51 Pacific Time (UTC -7)

WE2.R14.3: INFERRING CARBON DIOXIDE EMISSIONS FROM POWER PLANTS USING SATELLITE IMAGERY AND MACHINE LEARNING
Madison Hobbs, Ali Rouzbeh Kargar, Jeremy Freeman, Jeyavinoth Jeyaratnam, Jordan Lewis, Hannes Koenig, Aaron Davitt, Lee Gans, Christy Lewis, Gabriela Volpato, Gavin McCormick, WattTime, Climate TRACE, United States; Heather Couture, WattTime, Pixel Scientia Labs, Climate TRACE, United States; Isabella Söldner-Rembold, André Ferreira, Joseph O'Connor, Matthew Gray, TransitionZero, Climate TRACE, United Kingdom; Colin McCormick, WattTime, Georgetown University, Climate TRACE, United States; Tiffany Nakano, Charmaine Dalisay, Global Energy Monitor, Climate TRACE, United States
Wed, 19 Jul, 10:51 - 11:03 Pacific Time (UTC -7)

WE2.R14.4: SENSITIVITY OF MDN-RETRIEVED CHLOROPHYLL-a and PHYCOCYANIN TO UNCERTAINTIES IN REFLECTANCE PRODUCTS
Kiana Zolfaghari, Claude R. Duguay, University of Waterloo, Canada; Nima Pahlevan, Ryan E. O'Shea, NASA Goddard Space Flight Center, United States; Stefan Simis, Plymouth Marine Laboratory, United Kingdom
Wed, 19 Jul, 11:03 - 11:15 Pacific Time (UTC -7)

WE2.R14.5: A meteorology-driven LSTM for predicting time series of vegetation leaf area index in land surface model
Zhenhua Xiong, Qinchuan Xin, Zhicheng Zhang, Hanliang Gui, School of Geography and Planning, China
Wed, 19 Jul, 11:15 - 11:30 Pacific Time (UTC -7)

WE2.R14.D: Discussion