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Abstract: From Predictions to Patterns with AI: A Differentiable SPARROW Framework for Improved Water Quality Prediction and Attribution (AGU25)

From Predictions to Patterns with AI: A Differentiable SPARROW Framework for Improved Water Quality Prediction and Attribution

Qianyu Zhao1, Bin Peng1, Zewei Ma1, Chaopeng Shen2, Ming Pan3, Jie Yang1, Dr. Mengqi Jia1, Kejie Zhao4, Puyang Zhao5, Jiaying Zhang4, Zhixian Lin4, Xiaocui Wu4, Qu Zhou4, Yuanxin Song1 and Kaiyu Guan4, (1)University of Illinois Urbana-Champaign, Urbana, United States, (2)Pennsylvania State University Main Campus, Department of Civil and Environmental Engineering, University Park, United States, (3)Center for Western Weather and Water Extremes (CW3E), Scripps Institution of Oceanography, University of California San Diego, La Jolla, United States, (4)University of Illinois Urbana-Champaign, Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, Urbana, United States, (5)The University of Texas Health Science Center at Houston, Biostatistics and Data Science, Houston, United States