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Enhancing prediction performance of experimental pressure on square cylinders with CFD data and deep transfer learning | Synapse
March 3, 2026
Enhancing prediction performance of experimental pressure on square cylinders with CFD data and deep transfer learning
ZL
Zhixin Liu
Shanghai University
HD
Haotian Dong
Shanghai University
CH
Caiyao Hu
Shanghai University
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Puntos clave
Prediction performance significantly increased by integrating CFD data with deep transfer learning methodologies.
This analysis identifies a 30% improvement in accuracy compared to traditional models.
Assessment involved combining numerical simulation data of square cylinders with deep learning approaches.
Highlights the need for novel techniques to better model pressure distributions in engineering applications.
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Cite This Study
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Liu et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75affc6e9836116a218af
https://doi.org/https://doi.org/10.1016/j.oceaneng.2026.124425