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粗糙壁湍流的机理和大涡模拟壁模型 学位论文
博士论文,北京: 中国科学院大学, 2024
Authors:  li shilong
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粗糙壁湍流  壁模型  大涡模拟  分离流动  深度神经网络  
Data augmented prediction of Reynolds stresses for flows around an axisymmetric body of revolution 期刊论文
OCEAN ENGINEERING, 2024, 卷号: 296, 页码: 14
Authors:  Liu, Yi;  Wang, Shizhao;  Zhang, Xin-Lei;  He, Guowei
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Ensemble Kalman method  Machine learning  Turbulence modeling  SUBOFF model  
Ensemble variational method with adaptive covariance inflation for learning neural network-based turbulence models 期刊论文
PHYSICS OF FLUIDS, 2024, 卷号: 36, 期号: 3, 页码: 21
Authors:  Luo QY(罗清勇);  Zhang XL(张鑫磊);  He GW(何国威)
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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
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  Jee, Solkeun;  He GW(何国威)
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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
Authors:  Wu CT(吴楚畋);  Wang SZ(王士召);  Zhang XL(张鑫磊);  He GW(何国威)
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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
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  Luo, Xiaodong;  He GW(何国威)
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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
Authors:  齐涵
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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
Authors:  Liu Y(刘毅);  Zhang XL(张鑫磊);  He GW(何国威)
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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
Authors:  Khosronejad, Ali;  Limaye, AjayB.B.;  Zhang, Zexia;  Kang, Seokkoo;  Yang XL(杨晓雷);  Sotiropoulos, Fotis
Adobe PDF(7736Kb)  |  Favorite  |  View/Download:82/6  |  Submit date: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
Authors:  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)  |  Favorite  |  View/Download:158/26  |  Submit date:2023/02/03
Roughness-resolved simulation  Direct numerical simulation  Cube-roughened surfaces  Roughness length