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Kai-Liang Wu

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#machine learning Preprint Oct 2026

CoPiT: A conditional Position-induced Transformer for aerodynamic field prediction on unstructured meshes

High-fidelity Reynolds-averaged Navier--Stokes (RANS) simulations remain a standard tool for aerodynamic analysis, yet each solve on an unstructured mesh is computationally expensive, making many-query tasks such as design exploration, optimization, and multi-condition evaluation costly. Neural operators provide mesh-f...

Jun-Feng Chen, Yong-Chen Fan, Zhong-Hua Qiao et al. · 0 citations

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