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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 |
| 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 |
| Strain self-amplification is larger than vortex stretching due to an invariant relation of filtered velocity gradients 期刊论文
JOURNAL OF FLUID MECHANICS, 2023, 卷号: 955, 页码: 14
作者: Yang PF(杨鹏飞); Zhou ZD(周志登); Xu H; He GW(何国威)
Adobe PDF(489Kb) | 收藏 | 浏览/下载：47/2 | 提交时间：2023/12/11
homogeneous turbulence turbulence theory |
| 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
作者: Zhu LX(朱力行); Wu T(吴霆); He GW(何国威)
Adobe PDF(10103Kb) | 收藏 | 浏览/下载：130/40 | 提交时间：2022/10/23
Large-eddy simulation Turbulent flow Aero-vibro-acoustics Surface pressure |
| Ensemble Kalman method for learning turbulence models from indirect observation data 期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 949
作者: Zhang XL(张鑫磊); Xiao, Heng; Luo, Xiaodong; He GW(何国威)
Adobe PDF(1302Kb) | 收藏 | 浏览/下载：134/36 | 提交时间：2022/10/23
turbulence modelling machine learning |
| Independent component analysis of streamwise velocity fluctuations in turbulent channel flows 期刊论文
THEORETICAL AND APPLIED MECHANICS LETTERS, 2022, 卷号: 12, 期号: 4
作者: Wu T(吴霆); He GW(何国威)
Adobe PDF(3373Kb) | 收藏 | 浏览/下载：14/1 | 提交时间：2024/01/15
Independent component analysis Turbulent channel flow Proper orthogonal decomposition Third-order moment Localised modes |
| 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 |
