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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)
 Adobe PDF(5699Kb) |  Favorite | View/Download：61/3 | 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：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 |
| Bayesian optimization for the spanwise oscillation of a gliding flat plate 期刊论文
OPTIMIZATION AND ENGINEERING, 2023
Authors: Wang CY(王春雨); Xu ZY(许昭越); Zhang XL(张鑫磊); Wang SZ(王士召)
Adobe PDF(1489Kb) | Favorite | View/Download：79/6 | Submit date：2023/04/20
Bayesian optimization Hybrid acquisition strategy Gaussian processes Flapping wing Micro air vehicles |
