A Fast Prediction Model of Supercritical Airfoils Based on Deep Operator Network and Variational Autoencoder Considering Physical Constraints

Flow field prediction is crucial for evaluating the performance of airfoils and aerodynamic optimization. Computational fluid dynamics (CFD) methods usually require a considerable amount of computational resources and time. In this study, a composite model based on deep learning is proposed for flow...

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Bibliographic Details
Main Authors: Mengxin Liu, Yunjia Yang, Chenyu Wu, Yufei Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Aerospace Research Communications
Subjects:
Online Access:https://www.frontierspartnerships.org/articles/10.3389/arc.2024.13901/full
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