Roy Sumanta

Physics-informed Neural Networks for Heterogeneous Poroelastic Media

2024 · arXiv (Cornell University)

This study presents a novel physics-informed neural network (PINN) framework for modeling poroelasticity in heterogeneous media with material interfaces. The approach introduces a composite neural network (CoNN) where separate neural networks predict displacement and pressure …