Weak and entropy physics-informed neural networks for conservation laws

Ismail Oubarka, Imad Kissami, Mohamed Boubekeur +3

We propose Weak and Entropy PINNs (WE-PINNs) for the approximation of entropy solutions to nonlinear hyperbolic conservation laws. Standard physics-informed neural networks enforce…