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Abstract: Bridging Spatial Gaps in Crop Yield Mapping to Support Climate-Resilient Agriculture via Knowledge-Guided Graph Neural Networks (AGU25)

Bridging Spatial Gaps in Crop Yield Mapping to Support Climate-Resilient Agriculture via Knowledge-Guided Graph Neural Networks

Jie Yang1, Licheng LIU2, Qi Yang3, Xiaowei Jia4, Bin Peng1, Kaiyu Guan5 and Zhenong Jin2, (1)University of Illinois Urbana-Champaign, Urbana, United States, (2)University of Minnesota Twin Cities, Department of Bioproducts and Biosystems Engineering, Saint Paul, United States, (3)University of Minnesota Twin Cities, Department of Biogeochemical Integration, Max Planck Institute for Biogeochemistry, Jena, Germany, (4)University of Pittsburgh, Pittsburgh, United States, (5)University of Illinois Urbana-Champaign, Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, Urbana, United States