TU1.M1: Physics-Informed Machine Learning in Remote Sensing I
Tuesday, 5 August, 08:00 - 09:15
Location: Room M1
Session Type: Oral
Session Co-Chairs: Grigorios Tsagkatakis, FORTH and Davide De Santis, Tor Vergata University of Rome
Track: Community-Contributed Sessions
Tue, 5 Aug, 08:00 - 08:15

TU1.M1.1: Unraveling Fire Dynamics with EO Data: Causal Modeling of Burned Areas in Siberia and Southern-Middle Africa
Amir Mustofa Irawan, Carlos López-Martínez, Mercè Vall-llossera, Universitat Politècnica de Catalunya, Spain; Adriano Camps, United Arab Emirates University, United Arab Emirates; Gerard Portal, Institut d’Estudis Espacials de Catalunya, Spain; Miriam Pablos, Alberto Alonso-González, Universitat Politècnica de Catalunya, Spain
Tue, 5 Aug, 08:15 - 08:30

TU1.M1.2: Fusion of Forecasting and Retrieval for Uncertainty Aware Soil Moisture estimation
Grigorios Tsagkatakis, Foundation for Research and Technology - Hellas, Greece; Amer Melebari, James Campbell, Archana Kannan, Parnia Shokri, Erik Hodges, Mahta Moghaddam, University of Southern California, United States; Panagiotis Tsakalides, Foundation for Research and Technology - Hellas, Greece
Tue, 5 Aug, 08:30 - 08:45

TU1.M1.3: INTEGRATING DEEP NEURAL NETWORKS AND A RADIATIVE TRANSFER MODEL FOR SOIL MOISTURE RETRIEVAL
Lorenzo Giuliano Papale, Tor Vergata University of Rome, Italy; Xiaodong Huang, Jet Propulsion Laboratory, California Institute of Technology, United States; Giovanni Anconitano, Sapienza University of Rome, Italy; Marco Lavalle, Jet Propulsion Laboratory, California Institute of Technology, United States; Fabio Del Frate, Tor Vergata University of Rome, Italy
Tue, 5 Aug, 08:45 - 09:00

TU1.M1.4: Mapping Plant Functional Traits with Convolutional Neural Networks Trained on Spectral Images of Discrete Anisotropic Radiative Transfer Model
Zbyněk Malenovský, Lucas Casuccio, Benedikt Hoodt, Omar Regaieg, Thang Quang Nguyen, Ribana Roscher, University of Bonn, Germany; Růžena Janoutová, Tomáš Hanousek, Czech Academy of Sciences, Czech Republic; William Woodgate, University of Queensland, Australia
Tue, 5 Aug, 09:00 - 09:15

TU1.M1.5: LARGE-SCALE SCATTERING MODELING DRIVEN BY MULTI-SOURCE EARTH OBSERVATION DATA
Rui Li, Jiangtao Wei, Feng Xu, Fudan University, China