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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：21/0  |  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)
Favorite  |  View/Download：20/0  |  Submit date：2024/05/14
Clustering dimensionless learning for multiple-physical-regime systems 期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 卷号: 420, 页码: 21
Authors:  Zhang, Lei;  Xu ZY(许昭越);  Wang SZ(王士召);  He GW(何国威)
Favorite  |  View/Download：70/0  |  Submit date：2024/03/11
Cluster  Active subspace  Data-driven dimensional analysis  Machine learning  
Kinematic waves and collision effects in dense fluid-particle flow during hydraulic conveying 期刊论文
INTERNATIONAL JOURNAL OF MULTIPHASE FLOW, 2024, 卷号: 170, 页码: 14
Authors:  Zhang Y(张岩);  Liu, Yang;  Ren WL(任万龙);  Li P(李鹏);  Zhang XH(张旭辉);  Lu XB(鲁晓兵)
Favorite  |  View/Download：146/0  |  Submit date：2023/12/18
Fluid-particle two-phase flow  Particle-laden flow  Kinematic waves  Hydraulic conveying  CFD-DEM  
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：75/7  |  Submit date：2023/11/28
Machine learning  Turbulence modeling  Ensemble Kalman inversion  Physical interpretability  
Recent progress on high-order discontinuous schemes for simulations of multiphase and multicomponent flows 期刊论文
PROGRESS IN AEROSPACE SCIENCES, 2023, 卷号: 140, 页码: 25
Authors:  Lv Y(吕钰);  Ekaterinaris, John
Adobe PDF(10529Kb)  |  Favorite  |  View/Download：65/5  |  Submit date：2024/02/26
Spatiotemporal parallel physics-informed neural networks: A framework to solve inverse problems in fluid mechanics 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 6, 页码: 65141
Authors:  Xu SF(许盛峰);  Yan C(闫畅);  Zhang, Guangtao;  Sun ZX(孙振旭);  Huang RF(黄仁芳);  Ju SJ(鞠胜军);  Guo DL(郭迪龙);  Yang GW(杨国伟)
Adobe PDF(8047Kb)  |  Favorite  |  View/Download：80/11  |  Submit date：2023/09/05
Combustion dynamics of high Mach number scramjet under different inflow thermal nonequilibrium conditions 期刊论文
ACTA ASTRONAUTICA, 2023, 卷号: 208, 页码: 281-295
Authors:  Ao Y(敖彧);  Wu K(吴坤);  Lu, Hongbo;  Ji, Feng;  Fan XJ(范学军)
Adobe PDF(11339Kb)  |  Favorite  |  View/Download：129/9  |  Submit date：2023/06/15
Hypervelocity combustion  Thermal nonequilibrium  Two-temperature model  Numerical simulation  
Large eddy simulation of shock wave/turbulent boundary layer interaction under incipient and fully separated conditions 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 4, 页码: 46106
Authors:  Ji XX(纪相鑫);  Li XL(李新亮);  Tong FL(童福林);  Yu ZP(于长平)
Adobe PDF(6818Kb)  |  Favorite  |  View/Download：63/3  |  Submit date：2023/06/15
Artificial neural network based nonlinear algebraic models for large eddy simulation of compressible wall bounded turbulence 期刊论文
JOURNAL OF FLUID MECHANICS, 2023, 卷号: 960, 页码: A4
Authors:  Xu, Dehao;  Wang, Jianchun;  Yu ZP(于长平);  Chen, Shiyi
Adobe PDF(2749Kb)  |  Favorite  |  View/Download：54/2  |  Submit date：2023/04/20
machine learning  turbulence modelling