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A general framework for airfoil flow field reconstruction based on transformer-guided diffusion models

Jinhua LOU Rongqian CHEN Zelun LIN Jiaqi LIU Yue BAO Hao WU Yancheng YOU

中国航空学报（英文版）2025，Vol.38Issue(12)：214-244,31.

中国航空学报（英文版）2025，Vol.38Issue(12)：214-244,31.DOI:10.1016/j.cja.2025.103624

A general framework for airfoil flow field reconstruction based on transformer-guided diffusion models

Jinhua LOU ¹Rongqian CHEN ²Zelun LIN ²Jiaqi LIU ²Yue BAO ²Hao WU ²Yancheng YOU²

作者信息

1. School of Aerospace Engineering,Xiamen University,Xiamen 361005,China||Institute of Artificial Intelligence,Xiamen University,Xiamen 361005,China
2. School of Aerospace Engineering,Xiamen University,Xiamen 361005,China
折叠

摘要

关键词

Flow fields/Vision Transformer(ViT)/Denoising diffusion proba-bilistic model/Supercritical airfoil/Transfer learning

Key words

Flow fields/Vision Transformer(ViT)/Denoising diffusion proba-bilistic model/Supercritical airfoil/Transfer learning

引用本文复制引用

Jinhua LOU,Rongqian CHEN,Zelun LIN,Jiaqi LIU,Yue BAO,Hao WU,Yancheng YOU..A general framework for airfoil flow field reconstruction based on transformer-guided diffusion models[J].中国航空学报（英文版）,2025,38(12):214-244,31.

基金项目

This work was supported by the National Natural Science Foundation of China(No.12472265). （No.12472265）

中国航空学报（英文版）

ISSN：1000-9361

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