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Time-averaged flow field reconstruction based on a multifidelity model using physics-informed neural network (PINN) and nonlinear information fusion

Open Access
En-Ze Rui, Guang-Zhi Zeng, Yi-Qing Ni, Zheng-Wei Chen, Shuo Hao
Journal: International Journal of Numerical Methods for Heat & Fluid Flow
International Journal of Numerical Methods for Heat & Fluid Flow (2024) 34 (1): 131–149.
https://doi.org/10.1108/HFF-05-2023-0239
Published: 22 November 2023
...En-Ze Rui; Guang-Zhi Zeng; Yi-Qing Ni; Zheng-Wei Chen; Shuo Hao Purpose Current methods for flow field reconstruction mainly rely on data-driven algorithms which require an immense amount of experimental or field-measured data. Physics-informed neural network (PINN), which was proposed to encode...
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