A hybrid modelling method for preliminary design of civil aircraft engine nacelles
A hybrid modelling framework (PMG) that integrates Proper Orthogonal Decomposition, Multilayer Perceptron, Multilayer Perceptron, and Gaussian Process Regression is proposed that demonstrates superior predictive accuracy compared to traditional reduced-order models and deep learning-based approaches.