Chuqi CHEN

Learn Singularly Perturbed Solutions via Homotopy Dynamics

Solving partial differential equations (PDEs) using neural networks has become a central focus in scientific machine learning. Training neural networks for singularly perturbed problems is particularly challenging due to certain parameters in the PDEs that introduce near-singularities in the loss fu…