WE3.R13.4

DISENTANGLING VEGETATION WATER CONTENT AND SURFACE SOIL MOISTURE FROM SENTINEL-1 SAR TIME SERIES THROUGH ASYNCHRONOUS CONVOLUTIONAL NEURAL NETWORK

Changjiang Shi, Aerospace Information Research Institute, Chinese Academy of Sciences, China; Zhijie Zhang, Utah State University, United States; Baohui Wang, Beihang University, China; Wanchang Zhang, Aerospace Information Research Institute, Chinese Academy of Sciences, China; Yaning Yi, National Institute of Natural Hazards, Ministry of Emergency Management of China, China
Session:
WE3.R13: Multifrequency Microwave Applications to Soil and Vegetation: Observations and Modeling I Oral
Track:
Community-Contributed Sessions
Location:
MC 3.3
Presentation Time:
Wed, 10 Jul, 15:22 - 15:36
Session Co-Chairs:
Emanuele Santi, CNR-IFAC and Simonetta Paloscia, CNR-IFAC
Presentation
Discussion
Resources
No resources available.
Session WE3.R13
WE3.R13.1: ANALYSIS OF RADARSAT CONSTELLATION MISSION COMPACT POLARIMETRIC DATA FOR CROP MONITORING
Bhanu Prakash Mookkuthala Erkaramana, Kalifa Goïta, Ramata Magagi, University of Sherbrooke, Réseau québécois de recherche en agriculture durable, Canada; Hongquan Wang, Agriculture and Agri-Food Canada (AAFC), Alberta, Canada, Canada
WE3.R13.2: SOURCES OF TEMPORAL DECORRELATION IN AN AGRICULTURAL SCENE AND THEIR EFFECT ON SUB-DAILY SAR COHERENCE TIME SERIES
Arturo Villarroya-Carpio, Juan Lopez-Sanchez, Universitat d'Alacant, Spain; Albert Aguasca, Antoni Broquetas, Xavier Fàbregas, Mireia Mas, Universitat Politècnica de Catalunya, Spain; Susan Steele-Dunne, Department of Geoscience and Remote Sensing, Netherlands
WE3.R13.3: SOIL AND VEGETATION WATER STATUS MONITORING BY INTEGRATING OPTICAL AND MICROWAVE SATELLITE DATA
Simone Pilia, Fabrizio Baroni, Giacomo Fontanelli, Giuliano Ramat, Enrico Palchetti, Simonetta Paloscia, Simone Pettinato, Leonardo Santurri, Emanuele Santi, CNR-IFAC, Italy
WE3.R13.4: DISENTANGLING VEGETATION WATER CONTENT AND SURFACE SOIL MOISTURE FROM SENTINEL-1 SAR TIME SERIES THROUGH ASYNCHRONOUS CONVOLUTIONAL NEURAL NETWORK
Changjiang Shi, Aerospace Information Research Institute, Chinese Academy of Sciences, China; Zhijie Zhang, Utah State University, United States; Baohui Wang, Beihang University, China; Wanchang Zhang, Aerospace Information Research Institute, Chinese Academy of Sciences, China; Yaning Yi, National Institute of Natural Hazards, Ministry of Emergency Management of China, China
WE3.R13.5: PHYSICS-CONSTRAINED DEEP LEARNING MODELS FOR MICROWAVE RETRIEVAL OF HIGH-RESOLUTION SOIL MOISTURE
Archana Kannan, University of Southern California, United States; Grigorios Tsagkatakis, Foundation for Research and Technology-Hellas (FORTH), Greece; Mahta Moghaddam, University of Southern California, United States
WE3.R13.6: CALIBRATION OF DIFFERENT SCATTERING MECHANISMS FOR SOIL MOISTURE RETRIEVAL OVER CORN FIELDS
Giovanni Anconitano, Sapienza University of Rome, Italy; Lorenzo Giuliano Papale, Tor Vergata University of Rome, Italy; Olena Sarabakha, Nazzareno Pierdicca, Sapienza University of Rome, Italy; Leila Guerriero, Tor Vergata University of Rome, Italy; Mario Alberto Acuña, Comisión Nacional De Actividades Espaciales, Argentina
WE3.R13.7: EXPLOITING A SEMI-EMPIRICAL FORWARD MODEL FOR SOIL MOISTURE RETRIEVAL FROM GNSS REFLECTOMETRY
Hamed Izadgoshasb, Leonardo Chiavini, Sapienza University of Rome, Italy; Emanuele Santi, National Research Council, Italy; Flavio Cordari, Sapienza University of Rome, Italy; Leila Guerriero, Tor Vergata University, Italy; Nazzareno Pierdicca, Sapienza University of Rome, Italy
Resources
No resources available.