2 papers
cs.LG2026
Finite Expression Methods for Discovering Physical Laws from Data
Zhongyi Jiang, Chunmei Wang, Haizhao Yang
Nonlinear dynamics is a pervasive phenomenon observed in scientific and engineering disciplines. However, the task of deriving analytical expressions to describe nonlinear dynamics…
math.NA2025
Active Learning Based Sampling for High-Dimensional Nonlinear Partial Differential Equations
Wenhan Gao, Chunmei Wang
The deep-learning-based least squares method has shown successful results in solving high-dimensional non-linear partial differential equations (PDEs). However, this method usually…