PINN-Phase: Physics-informed neural integration for accurate, generalizable and scalable multiphase-field evolution

Seifallah Elfetni, Peter H. Seeberger, Sascha Thinius +1

Polycrystal phase-field simulations are repeated for many related initial conditions, calling for integrators trained once and reused without retraining. We introduce PINN-Phase, a…