Adaptive activation functions accelerate convergence in deep and physics-informed neural networks

Ameya D. Jagtap, George Em Karniadakis

We employ adaptive activation functions for regression in deep and physics-informed neural networks (PINNs) to approximate smooth and discontinuous functions as well as solutions o…