“…We will focus in this paper on a simple diffusion-advection-reaction equation. Still, the proposed strategy applies to any other evolution (in particular wave-like) equations, for which the convergence of SWR is proven [1,2,3,4,5,6,7,8,9,10,11]. We derive a combined DDM-SWR and Physics-Informed Neural Network (PINN) method for solving local and nonlocal diffusion-advection-reaction equations.…”