Yalan Song

Yalan Song

from Penn State 1Post
Currently a Research Assistant Professor in Civil and Environmental Engineering at Pennsylvania State University. Earned a PhD in Water Resources Engineering from Penn State University. Completed an MS in Ocean Engineering at Shanghai Jiao Tong University, China, and a BS in Ocean Engineering from Tianjin University, China. Her research focuses on numerical simulation, hydrologic modeling, and machine learning, with a particular emphasis on physics-informed differentiable modeling.

Differentiable Modeling for Water Science What Physics Adds to Machine Learning

This tutorial introduces the concept of differentiable modeling and its applications in hydrologic modeling. It also includes a code demo of a differentiable HBV model using the CAMELS dataset.