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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  
New explicit formula for inertial lift in confined flows 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 9, 页码: 8
作者:  Su JH(苏敬宏);  Zheng X(郑旭);  Hu, Guoqing
Adobe PDF(2976Kb)  |  收藏  |  浏览/下载:64/3  |  提交时间:2023/10/30
Turbulence in waked wind turbine wakes: Similarity and empirical formulae 期刊论文
RENEWABLE ENERGY, 2023, 卷号: 209, 页码: 27-41
作者:  Zhang Y(张奕);  Li ZB(李曌斌);  Liu XH(刘晓豪);  Sotiropoulos, Fotis;  Yang XL(杨晓雷)
Adobe PDF(1590Kb)  |  收藏  |  浏览/下载:44/0  |  提交时间:2023/06/15
Wind turbine wake  Similarity  Empirical formulae  Reynolds normal stress  
Learning Neural-Network-Based Turbulence Models for External Transonic Flows Using Ensemble Kalman Method 期刊论文
AIAA JOURNAL, 2023
作者:  Liu Y(刘毅);  Zhang XL(张鑫磊);  He GW(何国威)
Adobe PDF(8757Kb)  |  收藏  |  浏览/下载:53/0  |  提交时间:2023/06/15
Large Eddy Simulation of Wind Turbine Wakes in Forest Terrain 期刊论文
SUSTAINABILITY, 2023, 卷号: 15, 期号: 6, 页码: 5139
作者:  Li YL(李韫良);  Li ZB(李曌斌);  Zhou ZD(周志登);  Yang XL(杨晓雷)
Adobe PDF(7915Kb)  |  收藏  |  浏览/下载:56/1  |  提交时间:2023/04/20
large eddy simulation  forest canopy  wind turbine wakes  
Effects of Wall Topology on Statistics of Cube-Roughened Wall Turbulence 期刊论文
BOUNDARY-LAYER METEOROLOGY, 2023, 卷号: 186, 期号: 2, 页码: 305-336
作者:  Li SL(李世隆);  Zhou ZD(周志登);  Chen DY(陈丹阳);  Yuan,Xianxu;  Guo,Qilong;  Yang XL(杨晓雷)
Adobe PDF(11087Kb)  |  收藏  |  浏览/下载:145/25  |  提交时间:2023/02/03
Roughness-resolved simulation  Direct numerical simulation  Cube-roughened surfaces  Roughness length  
Deep learning method for the super-resolution reconstruction of small-scale motions in large-eddy simulation 期刊论文
AIP ADVANCES, 2022, 卷号: 12, 期号: 12, 页码: 9
作者:  Zhao QY(赵庆义);  Jin GD(晋国栋);  Zhou ZD(周志登)
Adobe PDF(10288Kb)  |  收藏  |  浏览/下载:133/36  |  提交时间:2023/02/03
A unified temperature transformation for high-Mach-number flows above adiabatic and isothermal walls 期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 951, 页码: 22
作者:  Peng C;  Huang GP;  Shi YP;  Yang X;  Lv Y(吕钰)
Adobe PDF(1097Kb)  |  收藏  |  浏览/下载:301/30  |  提交时间:2022/12/20
compressible turbulence  high-speed flow  turbulence modelling  
A dynamic version of the improved delayed detached-eddy simulation based on the differential Reynolds-stress model 期刊论文
PHYSICS OF FLUIDS, 2022, 卷号: 34, 期号: 11, 页码: 17
作者:  Li, Quanzheng;  Chen, Xin;  Wang, Gang;  Liu Y(刘毅)
Adobe PDF(7549Kb)  |  收藏  |  浏览/下载:128/31  |  提交时间:2022/12/26