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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  
复杂湍流的大涡模拟建模与应用研究 学位论文
博士论文,北京: 中国科学院大学, 2023
作者:  齐涵
Adobe PDF(16629Kb)  |  收藏  |  浏览/下载:194/10  |  提交时间:2023/06/26
大涡模拟,亚格子模型,亚格子螺旋度,亚格子动能,转捩  
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:52/0  |  提交时间:2023/06/15
On the Morphodynamics of a Wide Class of Large Scale Meandering Rivers: Insights Gained by Coupling LES With Sediment Dynamics 期刊论文
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2023, 卷号: 15, 期号: 3
作者:  Khosronejad, Ali;  Limaye, AjayB.B.;  Zhang, Zexia;  Kang, Seokkoo;  Yang XL(杨晓雷);  Sotiropoulos, Fotis
Adobe PDF(7736Kb)  |  收藏  |  浏览/下载:52/1  |  提交时间:2023/04/20
large eddy simulation  morphodynamics  meandering river  sediment transport  turbulence  
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:144/24  |  提交时间:2023/02/03
Roughness-resolved simulation  Direct numerical simulation  Cube-roughened surfaces  Roughness length  
基于主动射流控制的高超声速进气道再起动性能研究(英文) 期刊论文
Transactions of Nanjing University of Aeronautics and Astronautics, 2022, 卷号: 39, 期号: 06, 页码: 651-662
作者:  靳一超;  姚卫
Adobe PDF(1844Kb)  |  收藏  |  浏览/下载:137/35  |  提交时间:2023/02/09
高超声速进气道  不起动  再起动  主动射流  流动控制  
Investigation of internal wave wakes generated by a submerged body in a stratified flow 期刊论文
OCEAN ENGINEERING, 2022, 卷号: 266, 页码: 11
作者:  Chai J(柴锦);  Wang ZY(王志英);  Yang ZX(杨子轩);  Wang Z(王展)
Adobe PDF(5844Kb)  |  收藏  |  浏览/下载:183/50  |  提交时间:2022/11/21
Stratified flow  Internal wave wakes  Large eddy simulation  
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:131/36  |  提交时间:2023/02/03