103 citations · 274 across the 15 of their papers we have counts for
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physics.flu-dyn2021★ 75 cited
Super-resolution reconstruction of turbulent flow at various Reynolds numbers based on generative adversarial networks
Mustafa Z. Yousif, Linqi Yu, Hee-Chang Lim
This study presents a deep learning-based framework to reconstruct high-resolution turbulent velocity fields from extremely low-resolution data at various Reynolds numbers using th…
physics.flu-dyn2021
Artificial neural network-based reduced-order modeling for turbulent wake of a finite wall-mounted square cylinder
Mustafa Z. Yousif, Hee Chang Lim
This study presents an artificial neural network and proper orthogonal decomposition (POD)-based reduced-order model (ROM) of turbulent flow around a finite wall-mounted square cyl…
physics.flu-dyn2021★ 103 cited
High-fidelity reconstruction of turbulent flow from spatially limited data using enhanced super-resolution generative adversarial network
Mustafa Z. Yousif, Linqi Yu, HeeChang Lim
In this study, a deep learning-based approach is applied with the aim of reconstructing high-resolution turbulent flow fields using minimal flow fields data. A multi-scale enhanced…