Supervised and Unsupervised Neural Network Solver for First Order Hyperbolic Nonlinear PDEs

Zakaria Baba, Alexandre M. Bayen, Alexi Canesse +7

We present a neural network-based method for learning scalar hyperbolic conservation laws. Our method replaces the traditional numerical flux in finite volume schemes with a traina…