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Hypersonic flow field and heat flux prediction model based on physics-informed neural networks with positional encoding

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Year: 2025
Type: article
Source: Physics of Fluids
DOI: 10.1063/5.0305837
Authors: Gang Dai, Chun Shao, Zefei Zhu, Wenwen Zhao, Guochao Fan, Deyang Tian, Weifang Chen
Institutions: Hangzhou Dianzi University, Zhejiang University, China Aerodynamics Research and Development Center
Language: English

Topic: Model Reduction and Neural Networks
Subfield: Statistical and Nonlinear Physics
Field: Physics and Astronomy
Domain: Physical Sciences

Open Access status: closed

Funders: National Natural Science Foundation of China, Natural Science Foundation of Zhejiang Province, Science Research Foundation of Zhejiang Province
Awards: G1750790319, G2930526164, G3205299413, G4525394613, 超临界机翼阻力发散机理与智能化设计研究
OpenAlex ID: W7117576323
FWCI: 1.286
Cites: 24
Cited by: 3
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