Physics-Constrained Supersonic Flow Prediction across a Discrete Speed Ladder in a Confined Channel
Deep learning models show great promise for rapid computational fluid dynamics (CFD), yet the comparative effectiveness of data-driven and physics-informed approaches for complex high-speed flows has been unclear. We conducted a rigorous comparative analysis of purely data-driven and physics-constrained neural networ...