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Hao Liu

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Conference Open access Jun 2026

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.

Hao Liu, Chenxing Hu, Xiaochuan Yuan · 0 citations

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