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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  
A robust super-resolution reconstruction model of turbulent flow data based on deep learning 期刊论文
COMPUTERS & FLUIDS, 2022, 卷号: 239, 页码: 15
作者:  Zhou ZD(周志登);  Li BL(李秉霖);  Yang XL(杨晓雷);  Yang ZX(杨子轩)
Adobe PDF(4959Kb)  |  收藏  |  浏览/下载：153/34  |  提交时间：2022/07/18
Super-resolution model  Direct numerical simulation  Large-Eddy simulation  Isotropic turbulence  Unresolved scales  
Thermochemical non-equilibrium effects on hypersonic shock wave/turbulent boundary-layer interaction 期刊论文
ACTA ASTRONAUTICA, 2022, 卷号: 192, 页码: 1-14
作者:  Jiang, Hao;  Liu, Jun;  Luo, Shichao;  Huang, Wei;  Wang, Junyuan;  Liu MK(刘美宽)
Adobe PDF(9113Kb)  |  收藏  |  浏览/下载：213/33  |  提交时间：2022/05/17
Hypersonic flow  Shock wave/turbulent boundary-layer interactions  Thermochemical non-equilibrium  Turbulence model  
Application of deep learning method to Reynolds stress models of channel flow based on reduced-order modeling of DNS data 期刊论文
JOURNAL OF HYDRODYNAMICS, 2019, 卷号: 31, 期号: 1, 页码: 58-65
作者:  Zhang Z(张珍);  Song XD;  Ye SR;  Wang YW(王一伟);  Huang CG(黄晨光);  An YR;  Chen YS
Adobe PDF(1492Kb)  |  收藏  |  浏览/下载：338/143  |  提交时间：2019/04/11
Deep neural network  channel flow  turbulence model  Reynolds stress  
Application of dynamic zone flamelet model to a GH2/GO2 rocket combustor 会议论文
AIAA Propulsion and Energy Forum and Exposition, 2019, Indianapolis, IN, United states, August 19, 2019 - August 22, 2019
作者:  Yao W(姚卫);  Li B(李波)
Adobe PDF(1665Kb)  |  收藏  |  浏览/下载：134/43  |  提交时间：2020/11/20
Dynamic zone flamelet model  GH2/GO2  Large Eddy Simulation (LES)  Rocket combustor  Turbulence-chemistry interaction  
Reconstruction of RANS model and cross-validation of flow field based on tensor basis neural network 会议论文
ASME-JSME-KSME 2019 8th Joint Fluids Engineering Conference, AJKFluids 2019, San Francisco, CA, United states, July 28, 2019 - August 1, 2019
作者:  Song XD;  Zhang Z(张珍);  Wang YW(王一伟);  Ye SR(叶舒然);  Huang CG(黄晨光)
收藏  |  浏览/下载：122/0  |  提交时间：2020/11/20
Cross-validation  Multi-layer neural network  Reynolds stress  Turbulence model  
Large-eddy simulation of turbulent preferential concentration and collision of bidisperse heavy particles in isotropic turbulence 会议论文
1st International Workshop on Computational Particle Technology, Suzhou, PEOPLES R CHINA, MAR, 2016
作者:  Chen JC(陈进财);  Jin GD(晋国栋);  Jin, GD (reprint author), Chinese Acad Sci, Inst Mech, LNM, Beijing 100190, Peoples R China.
Adobe PDF(962Kb)  |  收藏  |  浏览/下载：368/107  |  提交时间：2018/01/16
Direct Numerical Simulations  Space-time Correlations  Inertial Particles  Approximate Deconvolution  Cloud Droplets  Fluidized-bed  Flow  Model  Motion  Particle-laden Turbulence  Large-eddy Simulation  Subgrid Scale Motion  Bidisperse Particles  Preferential Concentration  Collision Rate Attenuation  
Space-Time Correlations and Dynamic Coupling in Turbulent Flows 期刊论文
ANNUAL REVIEW OF FLUID MECHANICS, 2017, 卷号: 49, 页码: 51-70
作者:  He GW(何国威);  Jin GD(晋国栋);  Yang Y;  He, GW (reprint author), Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, Peoples R China.
Adobe PDF(2133Kb)  |  收藏  |  浏览/下载：876/322  |  提交时间：2017/07/24
Eulerian And Lagrangian Time Correlations  Large-eddy Simulation  Taylor's Frozen-flow Hypothesis  Time-accurate Subgrid-scale Model  Turbulence-generated Noise  Particle-laden Turbulence  
长大编组高速列车横风气动特性研究 期刊论文
北京大学学报. 自然科学版, 2016, 卷号: 52, 期号: 6, 页码: 977-984
作者:  尚克明;  杜健;  孙振旭
Adobe PDF(1454Kb)  |  收藏  |  浏览/下载：314/55  |  提交时间：2017/02/24
Crosswind Effect  Long-grouped High Speed Train  Turbulence Model  Side Force  Overturning Moment  
Modelling roll waves with shallow water equations and turbulent closure 期刊论文
Journal of Hydraulic Research, 2015, 卷号: 53, 期号: 2, 页码: 161-177
作者:  Cao ZX;  Hu PH;  Hu KH;  Pender G;  Liu QQ(刘青泉)
Adobe PDF(2213Kb)  |  收藏  |  浏览/下载：665/260  |  提交时间：2014/12/25
Turbulent Reynolds Stress  Natural Roll Waves  Shallow Water Equations  Periodic Permanent Roll Waves  K-epsilon Turbulence Model