Design principles for stable and generalizable data-driven discretizations for solving linear hyperbolic conservation laws

Antoine-Alexis Nasser, Alistair Adcroft

We investigate data-driven finite-volume discretizations of the linear advection equation in one dimension. Neural networks for use as numerical advection schemes are constructed a…