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Author

Chenxing Hu

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Oct 2026

Data assimilation and sparse sensing reconstruction of flow field for centrifugal compressors

Accurate prediction of flow field in centrifugal compressors using the present turbulence model remains challenging due to intense nonlinearity and strong adverse pressure gradients inherent in the flow. An ensemble-Kalman-filter-based data assimilation (DA) framework is developed to optimize the RNG (renormalization g...

Jia-Ao Gu, Chen-Xing Hu, Zhi-Chao Chai et al. · 0 citations
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, Chen-Xing Hu, Xiaochuan Yuan · 0 citations

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