Mitigating Gradient Pathology in PINNs through Aligned Constraint

Yichen Luo, Peiyu Zhu, Dongxiao Hu +5

While Physics-Informed Neural Networks (PINNs) are powerful for solving Partial Differential Equations (PDEs), their training is often paralyzed by gradient pathology. The gradient…