Linyang Zhu

Machine learning methods for turbulence modeling in subsonic flows around airfoils

Linyang Zhu, Weiwei Zhang, J. Kou, 2018, Physics of Fluids.

One neural network approach for the surrogate turbulence model in transonic flows

Linyang Zhu, Yilang Liu, Xuxiang Sun, 2022, Acta Mechanica Sinica.

Research on grid‐dependence of neural network turbulence model

Linyang Zhu, Yilang Liu, Xuxiang Sun, 2022, International Journal for Numerical Methods in Fluids.

Generalization enhancement of artificial neural network for turbulence closure by feature selection

Weiwei Zhang, Linyang Zhu, Linyang Zhu, 2021, Advances in Aerodynamics.

Turbulence closure for high Reynolds number airfoil flows by deep neural networks

Weiwei Zhang, Xianxu Yuan, Yilang Liu, 2021 .

Fast aerodynamics prediction of laminar airfoils based on deep attention network

Linyang Zhu, Zhengyin Ye, Kuijun Zuo, 2023, Physics of Fluids.

High Reynolds number airfoil turbulence modeling method based on machine learning technique

Linyang Zhu, Weiwei Zhang, Yilang Liu, 2021, Computers & Fluids.