Physically-Aware Deep Learning for Accurate Simulation and Prediction of Two-Phase Fluid Flow in Porous Media

A novel physics-informed deep learning framework that combines neural networks with discretized governing equations to accurately simulate and predict two-phase fluid flow in porous media, addressing challenges with discontinuities and sharp gradients.