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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：40/0 | 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：82/0 | 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 |
| 集合卡尔曼方法及其在湍流建模中的应用 期刊论文
气动研究与试验, 2023, 卷号: 1, 期号: 01, 页码: 34-44
作者: 张鑫磊; 刘毅; 何国威
Adobe PDF(1964Kb) | 收藏 | 浏览/下载：64/27 | 提交时间：2023/08/02
湍流建模 集合卡尔曼方法 机器学习 数据同化 不确定性量化 |
| Bayesian optimization for the spanwise oscillation of a gliding flat plate 期刊论文
OPTIMIZATION AND ENGINEERING, 2023
作者: Wang CY(王春雨); Xu ZY(许昭越); Zhang XL(张鑫磊); Wang SZ(王士召)
Adobe PDF(1489Kb) | 收藏 | 浏览/下载：55/1 | 提交时间：2023/04/20
Bayesian optimization Hybrid acquisition strategy Gaussian processes Flapping wing Micro air vehicles |
| Synchrotron X-ray based particle image velocimetry to measure multiphase streamflow and densitometry 期刊论文
RADIATION PHYSICS AND CHEMISTRY, 2022, 卷号: 200, 页码: 8
作者: Ge,Mingming; Sun,Chuanyu; Zhang XL(张鑫磊); CoutierDelgosha,Olivier; Zhang,Guangjian
Adobe PDF(3993Kb) | 收藏 | 浏览/下载：124/22 | 提交时间：2022/11/21
X-ray image processing X-ray attenuation technique Vapor volume fraction Particle image velocimetry Multiphase flow measurement |
| 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：130/34 | 提交时间：2022/10/23
turbulence modelling machine learning |
| Artificial neural network based response surface for data-driven dimensional analysis 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 459, 页码: 19
作者: Xu ZY(许昭越); Zhang XL(张鑫磊); Wang SZ(王士召); He GW(何国威)
 Adobe PDF(2241Kb) | 收藏 | 浏览/下载：335/30 | 提交时间：2022/07/18
Artificial neural network Response surface Data-driven dimensional analysis Machine learning Fluid-structure interaction |
| Parametric and V&V study in a fundamental CFD process: revisiting the lid-driven cavity flow 期刊论文
AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2022, 页码: 16
作者: Ge, Mingming; Zhang XL(张鑫磊); Brookshire, Kaleb; Coutier-Delgosha, Olivier
Adobe PDF(5383Kb) | 收藏 | 浏览/下载：197/45 | 提交时间：2022/01/24
Lid-driven cavity Fluid dynamics Computational fluid dynamics Numerical method Verification and validation |
