Xiao-Yi An

Fold-Reconstructed Sensitivity Priors and Structure-Preserving BP Neural Curves for Ducted Propeller Hydrodynamic Prediction

Rapid surrogate prediction of ducted propeller performance is challenging when only a limited number of independent geometries are available and operating points belonging to the same geometry are strongly correlated. This study proposes a sensitivity-informed physics-regularized backpropagation neural network (SIPR-BP...