RAMS: Residual-based adversarial-gradient moving sample method for scientific machine learning in solving partial differential equations

Weihang Ouyang, Min Zhu, Wei Xiong +2

Physics-informed neural networks (PINNs) and neural operators, two leading scientific machine learning (SciML) paradigms, have emerged as powerful tools for solving partial differe…