Improved physics-informed neural network in mitigating gradient related failures

Pancheng Niu, Yongming Chen, Jun Guo +3

Physics-informed neural networks (PINNs) integrate fundamental physical principles with advanced data-driven techniques, driving significant advancements in scientific computing. H…