2 papers
physics.flu-dyn2025
Goal-oriented Feature Extraction: a novel approach for enhancing data-driven surrogate model
Xu Wang, Ruiqi Huang, Jiaqing Kou +2
Surrogate model can replace the parametric full-order model (FOM) by an approximation model, which can significantly improve the efficiency of optimization design and reduce the co…
physics.flu-dyn2025
Scaling Function Learning: A sparse aerodynamic data reconstruction method for generalizing aircraft shapes
Haitao Lin, Xu Wang, Weiwei Zhang
Accurate and complete aerodynamic data sets are the basis for comprehensive and accurate evaluation of the overall performance of aircraft. However, the sampling cost of full-state…