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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:30/0  |  Submit date:2024/05/21
Ensemble Kalman method  Machine learning  Turbulence modeling  SUBOFF model  
Ensemble variational method with adaptive covariance inflation for learning neural network-based turbulence models 期刊论文
PHYSICS OF FLUIDS, 2024, 卷号: 36, 期号: 3, 页码: 21
Authors:  Luo QY(罗清勇);  Zhang XL(张鑫磊);  He GW(何国威)
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Hyper-parameter optimization for improving the performance of localization in an iterative ensemble smoother 期刊论文
GEOENERGY SCIENCE AND ENGINEERING, 2023, 卷号: 231, 页码: 20
Authors:  Luo, Xiaodong;  Cruz, William C.;  Zhang XL(张鑫磊);  Xiao, Heng
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Ensemble data assimilation  Iterative ensemble smoother (IES)  Automatic and adaptive localization  (AutoAdaLoc)  Parameterized localization  Continuous hyper-parameter OPtimization  (CHOP)  
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:83/7  |  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)
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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)
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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)
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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
Authors:  张鑫磊;  刘毅;  何国威
Adobe PDF(1964Kb)  |  Favorite  |  View/Download:96/47  |  Submit date: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
Authors:  Wang CY(王春雨);  Xu ZY(许昭越);  Zhang XL(张鑫磊);  Wang SZ(王士召)
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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
Authors:  Ge,Mingming;  Sun,Chuanyu;  Zhang XL(张鑫磊);  CoutierDelgosha,Olivier;  Zhang,Guangjian
Adobe PDF(3993Kb)  |  Favorite  |  View/Download:178/43  |  Submit date:2022/11/21
X-ray image processing  X-ray attenuation technique  Vapor volume fraction  Particle image velocimetry  Multiphase flow measurement