WE2.R14: Bio/Geo-Physical Parameter Estimation via Machine Learning
Wed, 19 Jul, 10:15 - 11:30 Pacific Time (UTC -8)
Location: Room E
Session Type: Oral
Session Chair: Andreas Michel, Fraunhofer IOSB
Session Manager: Shankho Subhra Pal
Track: AI and Big Data
Wed, 19 Jul, 10:15 - 10:27 Pacific Time (UTC -8)

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, ONERA, France; Margarita Huesca, University of Twente, Netherlands; Susan Ustin, University of California Davis, United States; Xavier Briottet, ONERA, France
Wed, 19 Jul, 10:27 - 10:39 Pacific Time (UTC -8)

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 -8)

WE2.R14.3: INFERRING CARBON DIOXIDE EMISSIONS FROM POWER PLANTS USING SATELLITE IMAGERY AND MACHINE LEARNING
Madison Hobbs, Ali Rouzbeh Kargar, WattTime, Climate TRACE, United States; Heather Couture, WattTime, Pixel Scientia Labs, Climate TRACE, United States; Jeremy Freeman, WattTime, Climate TRACE, United States; Isabella Söldner-Rembold, André Ferreira, TransitionZero, Climate TRACE, United Kingdom; Jeyavinoth Jeyaratnam, WattTime, Climate TRACE, United States; Joseph O'Connor, TransitionZero, Climate TRACE, United Kingdom; Jordan Lewis, Hannes Koenig, WattTime, Climate TRACE, United States; Colin McCormick, WattTime, Georgetown University, Climate TRACE, United States; Tiffany Nakano, Charmaine Dalisay, Global Energy Monitor, Climate TRACE, United States; Aaron Davitt, Lee Gans, Christy Lewis, Gabriela Volpato, WattTime, Climate TRACE, United States; Matthew Gray, TransitionZero, Climate TRACE, United Kingdom; Gavin McCormick, WattTime, Climate TRACE, United States
Wed, 19 Jul, 10:51 - 11:03 Pacific Time (UTC -8)

WE2.R14.4: SENSITIVITY OF MDN-RETRIEVED CHLOROPHYLL-a and PHYCOCYANIN TO UNCERTAINTIES IN REFLECTANCE PRODUCTS
Kiana Zolfaghari, University of Waterloo, Canada; Nima Pahlevan, NASA Goddard Space Flight Center, United States; Stefan Simis, Plymouth Marine Laboratory, United Kingdom; Ryan E. O'Shea, NASA Goddard Space Flight Center, United States; Claude R. Duguay, University of Waterloo, Canada
Wed, 19 Jul, 11:03 - 11:15 Pacific Time (UTC -8)

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 -8)

WE2.R14.D: Discussion