Author

Wenwen Zhao

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#graph neural networks Aug 2026

Physics-Guided Prior Graph Neural Network for Chemical Nonequilibrium Aerodynamic Heating Prediction

Accurate and efficient prediction of chemical nonequilibrium aerodynamic heating remains a fundamental challenge in spacecraft design. High-fidelity computational fluid dynamics (CFD) simulations are computationally prohibitive due to stiff chemical source terms, whereas purely data-driven approaches often lack physica...

Wanshu Li, Wen-Wen Zhao, Zhiyu Duan et al. · AIAA Journal · 0 citations