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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：79/0  |  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
Occurrence characteristics and influential factors of movable oil in nano-pores by molecular dynamics simulation 期刊论文
COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS, 2022, 卷号: 655, 页码: 10
作者:  Luo,Yongcheng;  Xiao,Hanmin;  Liu,Xiangui;  Zheng TY(郑太毅)
Adobe PDF(11320Kb)  |  收藏  |  浏览/下载：156/44  |  提交时间：2022/11/21
Adsorption  Potential energy  Self -diffusion coefficient  Molecular dynamics  
Mechanisms of the improved stiffness of flexible polymers under impact loading 期刊论文
NANOTECHNOLOGY REVIEWS, 2022, 卷号: 11, 期号: 1, 页码: 3281-3291
作者:  Chen,Fengxiao;  Fan,Jitang;  Hui,David;  Wang C(王超);  Yuan FP(袁福平);  Wu XL(武晓雷)
Adobe PDF(3400Kb)  |  收藏  |  浏览/下载：135/27  |  提交时间：2023/02/03
soft segment  flexible polymer  stiffness  strain rate  molecular dynamics  
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  
Calibration of polyvinylidene fluoride (PVDF) stress gauges under high-impact dynamic compression by machine learning 期刊论文
JOURNAL OF APPLIED PHYSICS, 2022, 卷号: 131, 期号: 2, 页码: 8
作者:  Tan S(覃双);  Yu,Zheng;  Zhang,Xu;  Yang,Shuqi;  Peng,Wenyang;  Zhao,Feng
Adobe PDF(2741Kb)  |  收藏  |  浏览/下载：209/32  |  提交时间：2022/03/05
Modelling aggregates of cetyltrimethylammonium bromide on gold surfaces using dissipative particle dynamics simulations 期刊论文
MOLECULAR SIMULATION, 2022, 卷号: 48, 期号: 10, 页码: 872-881
作者:  Liu, Yawei;  Wei JC(韦佳辰);  Frenkel, Daan;  Widmer-Cooper, Asaph
Adobe PDF(2109Kb)  |  收藏  |  浏览/下载：230/50  |  提交时间：2021/08/16
Gold nanorod  cetyltrimethylammonium bromide  dissipative particle dynamics  ligand  bilayer  
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：208/59  |  提交时间：2022/01/24