Differentiable modeling in Geosciences - Breaking down the imaginary barrier between machine learning and process-based modeling with differentiable modeling
Chaopeng Shen1, Hoshin Vijai Gupta2, Toshiyuki Bandai3, Daniel Kifer4, Alexandre M Tartakovsky5 and Dapeng Feng1, (1)Pennsylvania State University Main Campus, Department of Civil and Environmental Engineering, University Park, United States, (2)University of Arizona, Department of Hydrology and Atmospheric Sciences, Tucson, AZ, United States, (3)University of Tokyo, Bunkyo-ku, Japan, (4)Pennsylvania State University, Department of Computer Science & Engineering, University Park, United States, (5)University of Illinois at Urbana Champaign, Civil and Environmental Engineering, Champaign, United States