Ken Kamrin

Non-local physics-informed neural networks for forward and inverse solutions of granular flows

Abstract Dense granular flows exhibit nonlocal effects due to stress transmission in microplastic events, especially in quasi-static or slowly sheared regions. Hence, traditional local rheological models fail to capture spatial cooperativity effects that are prominent in many gra...