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Physical interpretation of neural network-based nonlinear eddy viscosity models 期刊论文
AEROSPACE SCIENCE AND TECHNOLOGY, 2023, 卷号: 142, 页码: 13
作者:  Zhang XL(张鑫磊);  Xiao, Heng;  Jee, Solkeun;  He GW(何国威)
Adobe PDF(5699Kb)  |  收藏  |  浏览/下载:43/0  |  提交时间:2023/11/28
Machine learning  Turbulence modeling  Ensemble Kalman inversion  Physical interpretability  
Explainability analysis of neural network-based turbulence modeling for transonic axial compressor rotor flows 期刊论文
AEROSPACE SCIENCE AND TECHNOLOGY, 2023, 卷号: 141, 页码: 108542
作者:  Wu CT(吴楚畋);  Wang SZ(王士召);  Zhang XL(张鑫磊);  He GW(何国威)
Adobe PDF(3908Kb)  |  收藏  |  浏览/下载:83/0  |  提交时间:2023/09/26
Explainability  Ensemble Kalman method  Turbulence model  Axial compressor rotor  Neural network  Machine learning  
Combining direct and indirect sparse data for learning generalizable turbulence models 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112272
作者:  Zhang XL(张鑫磊);  Xiao, Heng;  Luo, Xiaodong;  He GW(何国威)
Adobe PDF(7111Kb)  |  收藏  |  浏览/下载:37/0  |  提交时间:2023/09/05
Ensemble Kalman method  Turbulence modeling  Direct data  Indirect data  
Composition of resolvents enhanced by random sweeping for large scale structures in turbulent channel flows 期刊论文
JOURNAL OF FLUID MECHANICS, 2023, 卷号: 956, 页码: A31
作者:  Wu T(吴霆);  He GW(何国威)
Adobe PDF(1735Kb)  |  收藏  |  浏览/下载:62/0  |  提交时间:2023/04/20
turbulence modelling  turbulent boundary layers  
Strain self-amplification is larger than vortex stretching due to an invariant relation of filtered velocity gradients 期刊论文
JOURNAL OF FLUID MECHANICS, 2023, 卷号: 955, 页码: 14
作者:  Yang PF(杨鹏飞);  Zhou ZD(周志登);  Xu H;  He GW(何国威)
Adobe PDF(489Kb)  |  收藏  |  浏览/下载:47/2  |  提交时间:2023/12/11
homogeneous turbulence  turbulence theory  
Ensemble Kalman method for learning turbulence models from indirect observation data 期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 949
作者:  Zhang XL(张鑫磊);  Xiao, Heng;  Luo, Xiaodong;  He GW(何国威)
Adobe PDF(1302Kb)  |  收藏  |  浏览/下载:134/36  |  提交时间:2022/10/23
turbulence modelling  machine learning  
Wall-modeled large-eddy simulation of noise generated by turbulence around an appended axisymmetric body of revolution 期刊论文
JOURNAL OF HYDRODYNAMICS, 2022, 卷号: 34, 期号: 4, 页码: 533
作者:  Zhou ZT(周志腾);  Xu ZY(许昭越);  Wang SZ(王士召);  He GW(何国威)
Adobe PDF(7844Kb)  |  收藏  |  浏览/下载:219/40  |  提交时间:2022/10/23
Large eddy simulation (LES)  turbulence-generated noise  axisymmetric body of revolution  SUBOFF  
Wall-resolved large-eddy simulation of turbulent channel flows with rough walls 期刊论文
THEORETICAL AND APPLIED MECHANICS LETTERS, 2021, 卷号: 11, 期号: 1, 页码: 100228
作者:  Li SL(李世隆);  Yang XL(杨晓雷);  Jin GD(晋国栋);  He GW(何国威)
Adobe PDF(1430Kb)  |  收藏  |  浏览/下载:55/14  |  提交时间:2024/01/15
Rough wall turbulence  Curvilinear immersed boundary method  Wall-resolved large eddy simulation  
A Novel Strong-Coupling Pseudo-Spectral Method for Numerical Studies of Two-Layer Turbulent Channel Flows 期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2020, 卷号: 28, 期号: 3, 页码: 1133-1146
作者:  Wu T;  Yang ZX(杨子轩);  Wang SZ(王士召);  He GW(何国威)
Adobe PDF(748Kb)  |  收藏  |  浏览/下载:237/43  |  提交时间:2020/08/31
Direct numerical simulation  coupled air-water turbulence  interface condition  
Local modulated wave model for the reconstruction of space-time energy spectra in turbulent flows 期刊论文
JOURNAL OF FLUID MECHANICS, 2020, 卷号: 886, 页码: 26
作者:  Wu T(吴霆);  He GW(何国威)
Adobe PDF(3524Kb)  |  收藏  |  浏览/下载:411/88  |  提交时间:2020/03/11
turbulence theory  turbulence modelling  turbulent boundary layers