Physics-Informed Neural Networks as Fast Surrogate Models for Electrochemical Flow Reactors

Eric Fernández-García, Miguel Modestino, Sergio Maldonado

This work presents a physics-informed neural network (PINN) for modeling a transient two-dimensional electrochemical flow reactor with diffusion, migration, convection, and nonline…