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Jan 2027

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...

Yu-De Yan, Jian Dai · 0 citations

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