Linearized PINN with pretrained nonlinear layers

Wenhao Chen, Alexandre M. Tartakovsky

We propose a linearized Physics-Informed Neural Network (lPINN), a reduced-order neural basis method for forward and inverse differential equations. In an offline stage, lPINN lear…