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Thermochemical non-equilibrium flow characteristics of high Mach number inlet in a wide operation range 期刊论文
CHINESE JOURNAL OF AERONAUTICS, 2023, 卷号: 36, 期号: 12, 页码: 164-184
Authors:  Dai, Chunliang;  Sun, Bo;  Yue LJ(岳连捷);  Zhou, Shengbing;  Zhuo, Changfei;  Zhou, Changsheng;  Yu, Jianyi
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Scramjet inlet  Starting ability  Thermochemical  Work performance  
Bayesian model averaging for probabilistic S-N curves with probability distribution model form uncertainty 期刊论文
INTERNATIONAL JOURNAL OF FATIGUE, 2023, 卷号: 177, 页码: 11
Authors:  Zou, Qingrong;  Wen JC(温济慈)
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N curves  Fatigue design  Bayesian model averaging  Probability distribution model form  uncertainty  
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)
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Machine learning  Turbulence modeling  Ensemble Kalman inversion  Physical interpretability  
High-fidelity state-to-state modeling of hypersonic flow over a double cone 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 11, 页码: 10
Authors:  Wang XY(王小永);  Guo, Jinghui;  Hong QZ(洪启臻);  Li, Sijia
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DeepStSNet: Reconstructing the quantum state-resolved thermochemical nonequilibrium flowfield using deep neural operator learning with scarce data 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 491, 页码: 112344
Authors:  Lv JQ(吕家琦);  Hong QZ(洪启臻);  Wang XY(王小永);  Mao, Zhiping;  Sun QH(孙泉华)
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Hypersonic  Thermochemical nonequilibrium  State-to-state approach  Deep learning  Multiphysics  Data assimilation  
Richtmyer-Meshkov instability of a single-mode heavy-light interface in cylindrical geometry 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 10, 页码: 10
Authors:  Li, Jiaxuan;  Wang, He;  Zhai, Zhigang;  Luo XS(罗喜胜)
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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  
Surface-Volume Scaling Controlled by Dissolution Regimes in a Multiphase Flow Environment 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2023, 卷号: 50, 期号: 18, 页码: 11
Authors:  Zhou, ChenXing;  Hu, Ran;  Deng, Hang;  Ling BW(凌博闻);  Yang, Zhibing;  Chen, YiFeng
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fluid-rock dissolution  dissolution regime  surface-volume scaling  multiphase flow  dissolution rate  
Predicting continuum breakdown with deep neural networks 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112278
Authors:  Xiao TB(肖天白);  Schotthoefer, Steffen;  Frank, Martin
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Computational fluid dynamics  Kinetic theory  Boltzmann equation  Multi-scale method  Deep learning  
Reconstruction of the internal volume fraction for particle–liquid system from imaging indicators by refractive index matching method 期刊论文
Acta Mechanica Sinica, 2023, 页码: 1
Authors:  Sun, Yunhui;  Jiao, Jiajun;  安翼;  Wang, Xiaoliang;  Liu, Qingquan
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