Surrogate Model for Shallow Water Equations Solvers with Deep Learning. - Yalan Song; Chaopeng Shen; Xiaofeng Liu (CoRR, 2021)

Bathymetry Inversion using a Deep-Learning-Based Surrogate for Shallow Water Equations Solvers. - Xiaofeng Liu; Yalan Song; Chaopeng Shen (CoRR, 2022)

Scientific Machine Learning of Flow Resistance Using Universal Shallow Water Equations with Differentiable Programming. - Xiaofeng Liu; Yalan Song (CoRR, 2025)

Update hydrological states or meteorological forcings? Comparing data assimilation methods for differentiable hydrologic models. - Amirmoez Jamaat; Yalan Song; Farshid Rahmani; Jiangtao Liu; Kathryn Lawson; Chaopeng Shen (CoRR, 2025)

Distinct hydrologic response patterns and trends worldwide revealed by physics-embedded learning. - Haoyu Ji; Yalan Song; Tadd Bindas; Chaopeng Shen; Yuan Yang; Ming Pan; Jiangtao Liu; Farshid Rahmani; Ather Abbas; Hylke E. Beck; Kathryn Lawson; Yoshihide Wada (CoRR, 2025)