Continual-Learning Physics-Informed Neural Networks for Parameterized Partial Differential Equations

Xujia Chen, Xinyue Hu, Letian Chen +2

Physics-informed neural networks (PINNs) incorporate governing equations into neural-network training and can approximate PDE solutions without requiring large observational datase…