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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:45/0  |  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 |
| 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 |
| 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 作者: Zhang XL(张鑫磊); Xiao, Heng; He GW(何国威) Adobe PDF(1913Kb)  |  收藏  |  浏览/下载:212/60  |  提交时间: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 作者: Zhang XL(张鑫磊); Xiao, Heng; Wu T(吴霆); He GW(何国威) Adobe PDF(9316Kb)  |  收藏  |  浏览/下载:183/33  |  提交时间: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 作者: Zhou ZT(周志腾); Wang HP(王洪平); Wang SZ(王士召); He GW(何国威) Adobe PDF(453Kb)  |  收藏  |  浏览/下载:201/53  |  提交时间: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 作者: Wu T(吴霆); He GW(何国威) Adobe PDF(1604Kb)  |  收藏  |  浏览/下载:172/46  |  提交时间: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 作者: Zhang, Xin-Lei; Xiao, Heng; He GW(何国威); Wang SZ(王士召) Adobe PDF(3374Kb)  |  收藏  |  浏览/下载:272/56  |  提交时间: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 作者: Zhou ZD(周志登); He GW(何国威); Yang XL(杨晓雷) Adobe PDF(3290Kb)  |  收藏  |  浏览/下载:273/108  |  提交时间:2021/08/03 |