Heng Xiao - Publications, H-index & Citations

Heng Xiao

Princeton University

34H指数

143论文数

5.9K被引数

收录论文 33

发表时间

Neural operator-based super-fidelity: A warm-start approach for accelerating steady-state simulations

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2025-05-01

PREAI

Zhou, Xu-Hui; Han, Jiequn; Zafar, Muhammad I.; Wolf, Eric M.; Schrock, Christopher R.; Roy, Christopher J.; Xiao, Heng

Physical interpretation of neural network-based nonlinear eddy viscosity models

AEROSPACE SCIENCE AND TECHNOLOGY

IF5.8

2023-11-01

OAAI

Zhang, Xin-Lei; Xiao, Heng; Jee, Solkeun; He, Guowei

Combining direct and indirect sparse data for learning generalizable turbulence models

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2023-09-01

OAAI

Zhang, Xin-Lei; Xiao, Heng; Luo, Xiaodong; He, Guowei

An equivariant neural operator for developing nonlocal tensorial constitutive models

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2023-09-01

OAAI

Han, Jiequn; Zhou, Xu-Hui; Xiao, Heng

Ensemble Kalman method for learning turbulence models from indirect observation data

JOURNAL OF FLUID MECHANICS

IF3.9

2022-09-29

OAAI

Zhang, Xin-Lei; Xiao, Heng; Luo, Xiaodong; He, Guowei

Frame-independent vector-cloud neural network for nonlocal constitutive modeling on arbitrary grids

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2022-01-01

OAAI

Zhou, Xu-Hui; Han, Jiequn; Xiao, Heng

Learning nonlocal constitutive models with neural networks

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2021-10-01

OAAI

Zhou, Xu-Hui; Han, Jiequn; Xiao, Heng

End-to-end differentiable learning of turbulence models from indirect observations 从间接观测中获得湍流模型的端到端微分学习

THEORETICAL AND APPLIED MECHANICS LETTERS

IF3.3

2021-05-01

OAAI

Strofer, Carlos A. Michelen; Xiao, Heng

Physics-informed machine learning: case studies for weather and climate modelling 以物理为基础的机器学习: 天气和气候建模的案例研究

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

IF3.7

2021-02-15

329

OAAI

Kashinath, K.; Mustafa, M.; Albert, A.; Wu, J-L.; Jiang, C.; Esmaeilzadeh, S.; Azizzadenesheli, K.; Wang, R.; Chattopadhyay, A.; Singh, A.; Manepalli, A.; Chirila, D.; Yu, R.; Walters, R.; White, B.; Xiao, H.; Tchelepi, H. A.; Marcus, P.; Anandkumar, A.; Hassanzadeh, P.; Prabhat

Regularized ensemble Kalman methods for inverse problems

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2020-09-01

OAAI

Zhang, Xin-Lei; Michelen-Strofer, Carlos; Xiao, Heng

Enforcing boundary conditions on physical fields in Bayesian inversion

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2020-08-01

OAAI

Strofer, Carlos A. Michelen; Zhang, Xin-Lei; Xiao, Heng; Coutier-Delgosha, Olivier