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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
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  
Ensemble Kalman method for learning turbulence models from indirect observation data 期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 949
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  Luo, Xiaodong;  He GW(何国威)
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turbulence modelling  machine learning  
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
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  He GW(何国威)
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Acoustic Inversion for Uncertainty Reduction in Reynolds-Averaged Navier-Stokes-Based Jet Noise Prediction 期刊论文
AIAA JOURNAL, 2022, 卷号: 60, 期号: 7, 页码: 2407-2422
Authors:  Zhang XL(张鑫磊);  Xiao, Heng;  Wu T(吴霆);  He GW(何国威)
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Effects of slope and speed of escalator on the dispersion of cough-generated droplets from a passenger 期刊论文
PHYSICS OF FLUIDS, 2021, 卷号: 33, 期号: 4, 页码: 7
Authors:  Li ZB(李曌斌);  Zhang XL(张鑫磊);  Wu T(吴霆);  Zhu LX(朱力行);  Qin JH(秦建华);  Yang XL(杨晓雷)
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Compressible effects modeling for turbulent cavitating flow in a small venturi channel: An empirical turbulent eddy viscosity correction 期刊论文
PHYSICS OF FLUIDS, 2021, 卷号: 33, 期号: 3, 页码: 13
Authors:  Zhang XL(张鑫磊);  Ge Ming-Ming;  Zhang Guang-Jian;  Coutier-Delgosha Olivier
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Effects of space sizes on the dispersion of cough-generated droplets from a walking person 期刊论文
PHYSICS OF FLUIDS, 2020, 卷号: 32, 期号: 12, 页码: 121705
Authors:  Li ZB(李曌斌);  Wang HP(王洪平);  Zhang XL(张鑫磊);  Wu T(吴霆);  Yang XL(杨晓雷)
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