FE-PINNs: finite-element-based physics-informed neural networks for surrogate modeling

Pranav Sunil, Ryan B. Sills

We present a method whereby the finite element method is used to train physics-informed neural networks that are suitable for surrogate modeling. The method is based on a custom co…