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| 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 Y(刘毅); Wang SZ(王士召) ; Zhang XL(张鑫磊); He GW(何国威)
  Favorite | View/Download：8/0 | Submit date：2024/05/21
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)
Favorite | View/Download：10/0 | Submit date：2024/05/14 |
| 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)
 Adobe PDF(3908Kb) | Favorite | View/Download：110/9 | Submit date：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
Authors: Zhang XL(张鑫磊); Xiao, Heng; Luo, Xiaodong; He GW(何国威)
Adobe PDF(7111Kb) | Favorite | View/Download：52/4 | Submit date：2023/09/05
Ensemble Kalman method Turbulence modeling Direct data Indirect data |
| 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)
Adobe PDF(8757Kb) | Favorite | View/Download：57/0 | Submit date：2023/06/15 |
| Ensemble Kalman method for learning turbulence models from indirect observation data 期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 949
Authors: Zhang XL(张鑫磊); Xiao, Heng; Luo, Xiaodong; He GW(何国威)
Adobe PDF(1302Kb) | Favorite | View/Download：168/42 | Submit date：2022/10/23
turbulence modelling machine learning |
| Assessment of Regularized Ensemble Kalman Method for Inversion of Turbulence Quantity Fields 期刊论文
AIAA JOURNAL, 2022, 卷号: 60, 期号: 1, 页码: 3-13
Authors: Zhang XL(张鑫磊); Xiao, Heng; He GW(何国威)
Adobe PDF(1913Kb) | Favorite | View/Download：256/65 | Submit date：2022/01/24 |
| Lighthill Stress Flux Model for Ffowcs Williams-Hawkings Integrals in Frequency Domain 期刊论文
AIAA JOURNAL, 2021, 卷号: 59, 期号: 11, 页码: 4809-4814
Authors: Zhou ZT(周志腾); Wang HP(王洪平); Wang SZ(王士召); He GW(何国威)
Adobe PDF(453Kb) | Favorite | View/Download：223/58 | Submit date：2022/01/12
Frequency Domain Freestream Velocity Green's Function Vortices Convective Flow Computing Convection Compressive Stress Flow Velocity Specific Heat |
| Assimilation of disparate data for enhanced reconstruction of turbulent mean flows 期刊论文
COMPUTERS & FLUIDS, 2021, 卷号: 224, 页码: 14
Authors: Zhang, Xin-Lei; Xiao, Heng; He GW(何国威); Wang SZ(王士召)
Adobe PDF(3374Kb) | Favorite | View/Download：287/58 | Submit date：2021/08/03
Turbulent flow reconstruction Disparate data sources Ensemble Kalman method Data assimilation |
| Wall model based on neural networks for LES of turbulent flows over periodic hills 期刊论文
PHYSICAL REVIEW FLUIDS, 2021, 卷号: 6, 期号: 5, 页码: 30
Authors: Zhou ZD(周志登); He GW(何国威); Yang XL(杨晓雷)
Adobe PDF(3290Kb) | Favorite | View/Download：290/112 | Submit date：2021/08/03 |
