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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：20/0  |  Submit date：2024/05/21
Ensemble Kalman method  Machine learning  Turbulence modeling  SUBOFF model  
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)
Adobe PDF(5699Kb)  |  Favorite  |  View/Download：73/6  |  Submit date：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
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：119/10  |  Submit date：2023/09/26
Explainability  Ensemble Kalman method  Turbulence model  Axial compressor rotor  Neural network  Machine learning  
Learning chaotic systems from noisy data via multi-step optimization and adaptive training 期刊论文
CHAOS, 2022, 卷号: 32, 期号: 12, 页码: 16
Authors:  Zhang, Lei;  Tang, Shaoqiang;  He GW(何国威)
Adobe PDF(2127Kb)  |  Favorite  |  View/Download：169/45  |  Submit date：2023/01/12
Large-eddy simulation for the aero-vibro-acoustic analysis: plate-cavity system excited by turbulent channel flow 期刊论文
ACTA MECHANICA SINICA, 2022, 卷号: 38, 期号: 10, 页码: 322019
Authors:  Zhu LX(朱力行);  Wu T(吴霆);  He GW(何国威)
Adobe PDF(10103Kb)  |  Favorite  |  View/Download：156/49  |  Submit date：2022/10/23
Large-eddy simulation  Turbulent flow  Aero-vibro-acoustics  Surface pressure  
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：277/69  |  Submit date：2022/01/24
Acoustic Inversion for Uncertainty Reduction in Reynolds-Averaged Navier-Stokes-Based Jet Noise Prediction 期刊论文
AIAA JOURNAL, 2022, 卷号: 60, 期号: 7, 页码: 2407-2422
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  Wu T(吴霆);  He GW(何国威)
Adobe PDF(9316Kb)  |  Favorite  |  View/Download：220/41  |  Submit date：2022/03/05
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：233/58  |  Submit date：2022/01/12
Frequency Domain  Freestream Velocity  Green's Function  Vortices  Convective Flow  Computing  Convection  Compressive Stress  Flow Velocity  Specific Heat  
Space-time energy spectra in turbulent shear flows 期刊论文
PHYSICAL REVIEW FLUIDS, 2021, 卷号: 6, 期号: 10, 页码: 23
Authors:  Wu T(吴霆);  He GW(何国威)
Adobe PDF(1604Kb)  |  Favorite  |  View/Download：213/63  |  Submit date：2022/01/12
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：297/58  |  Submit date：2021/08/03
Turbulent flow reconstruction  Disparate data sources  Ensemble Kalman method  Data assimilation