Xin-Lei ZHANG（Associate Professor）
Primary affiliation: Institute of Mechanics, Chinese Academy of Sciences
Additional affiliation: University of Chinese Academy of Sciences
Research Areas
Data-driven turbulence modeling
Data assimilation for flow reconstruction
Machine learning for complex flow prediction
Publications
Full publication list can be found in Google Scholar.
- Zhang X, Zhang L, and He G*. Parallel ensemble Kalman method with total variation regularization for large-scale field inversion. Journal of Computational Physics 509 (2024): 113059.
- Liu Y, Zhang X*, He G*. Learning neural-network-based turbulence models for external transonic flows using ensemble Kalman method, AIAA Journal, 2023,
- Zhang X, Xiao H*, Luo X, He G*. Ensemble Kalman method for learning turbulence models from indirect observation data. Journal of Fluid Mechanics, 2022, 949: A26.
- Zhang X, Xiao H*, Luo X, He G*. Combining direct and indirect sparse data for learning generalizable turbulence models. Journal of Computational Physics, 2023: 112272.
- Zhang X, Michélen-Ströfer C, Xiao H*. Regularized ensemble Kalman method for inverse problem. Journal of Computational Physics, 2020, 416: 109517.
Contact
Email: zhangxinlei@imech.ac.cn