THP1.PT.11

RICE YIELD FORECAST USING A GNN-RNN FRAMEWORK

Chao Zhang, Chen Zhao, Xiaogang He, National University of Singapore, Singapore
Session:
THP1.PT: Crop Health, Growth, and Carbon Emission Monitoring I Poster
Track:
Land Applications
Location:
Plaza Ballroom: Poster Area T
Presentation Time:
Thursday, 7 August, 09:15 - 10:30
Session Co-Chairs:
Hansanee Fernando, University of Saskatchewan and Nina Lin, Academia Sinica Institute of Earth Sciences
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Session THP1.PT
THP1.PT.1: ESTIMATION OF LEAF AREA INDEX USING A NEWLY DEPLOYED UAV-BORNE NARROW-BAND HYPERSPECTRAL IMAGER: INITIAL PERFORMANCE EVALUATION
Anirudh Belwalkar, Wuhua Wang, Fei Wu, Shuai Yang, Chenghao Lu, Technical University of Munich, Germany; Na Wang, The University of Melbourne, Australia; Kang Yu, Technical University of Munich, Germany
THP1.PT.2: AGRICULTURAL GREENHOUSE IDENTIFICATION OF SENTINEL-2 IMAGES BASED ON AN IMPROVED ENCODER-DECODER STRUCTURE NEURAL NETWORK
Jingying Li, Chen Zheng, Zhunzhun Qiang, Henan University, China; Leiguang Wang, Southwest Forestry University, China
THP1.PT.3: AN ENHANCED METHOD FOR CORRECTING NDVI ANGLE EFFECT IN DECAMETRIC RESOLUTION DATA OVER CROPLAND
Yuhan Guo, Xihan Mu, State Key Laboratory of Remote Sensing Science, Faculty of Geographical Science, China
THP1.PT.4: PREDICTING PLANTING YEARS OF MACADAMIA ORCHARDS IN AUSTRALIA USING TIME SERIES LANDSAT IMAGERY AND MACHINE LEARNING
Andy Clark, University of New England, Australia
THP1.PT.5: VERTICILLIUM WILT MONITORING IN COTTON USING UAV-BASED MULTISPECTRAL CAMERA AND ENSEMBLE MACHINE LEARNING APPROACH
Manish Kumar Patel, Vivien Rolland, Lucy M. Egan, Warwick N. Stiller, Warren C. Conaty, Commonwealth Scientific and Industrial Research Organisation, Australia
THP1.PT.6: AN INTEGRATED RADIATIVE TRANSFER MODELLING APPROACH FOR FIELD TO REGIONAL PREDICTION OF LEAF AREA INDEX USING GROUND, DRONE AND SATELLITE REMOTE SENSING DATA
ANAGHA S SARMA, RAMA RAO NIDAMANURI, INDIAN INSTITUTE OF SPACE SCIENCE AND TECHNOLOGY, India
THP1.PT.7: Geospatial Dashboard Platform for High-Resolution Rice Yield Forecast in Southeast Asia
Chen Zhao, Yaomin Wang, Chao Zhang, Xiaogang He, National University of Singapore, Singapore
THP1.PT.8: IMPROVEMENT OF RICE PHENOLOGY MONITORING BY DEEP LEARNING TECHNIQUE USING MULTI-SENSOR SATELLITE DATA IN THAILAND
Jiratiwan Kruasilp, Chanika Sukawattanavijit, Geo-Informatics and Space Technology Development Agency, Thailand; Jatuporn Nontasiri, Office of Agricultural Economics, Thailand
THP1.PT.9: INFORMED LEARNING FOR EFFICIENT CROP YIELD PREDICTION
Miro Miranda, Francisco Mena, Marcela Charfuelan, Andreas Dengel, German Research Center for Artificial Intelligence, Germany
THP1.PT.10: A KNOWLEDGE-INFORMED TRANSFORMER FOR CROP YIELD ESTIMATION INTEGRATING CROP GROWTH MODELS AND REMOTE SENSING
Ruixin Fang, Wuhan University, China; Lei Yu, Ant Group, China; Nan Xie, Kexin Wang, Wuhan University, China; Liheng Zhong, Jingdong Chen, Ant Group, China; Zhaocong Wu, Wuhan University, China
THP1.PT.11: RICE YIELD FORECAST USING A GNN-RNN FRAMEWORK
Chao Zhang, Chen Zhao, Xiaogang He, National University of Singapore, Singapore
THP1.PT.12: FROM SPECTRA TO SOLUTIONS: LEVERAGING MISSION TRISHNA FOR SYNERGISTIC MONITORING OF CROP HEALTH AND EARLY DISEASE DETECTION IN SUPPORT OF GLOBAL FOOD SECURITY
Subhajit Bandopadhyay, Sourav Dey, Rashtriya Raksha University, India; Somnath Paramanik, University of Southampton, United Kingdom; Riya Ghadyale, Rashtriya Raksha University, India
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