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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
Authors: Zhang XL(张鑫磊); Xiao, Heng; Jee, Solkeun; He GW(何国威)
 Adobe PDF(5699Kb) |  Favorite | View/Download：83/7 | Submit date：2023/11/28
Machine learning Turbulence modeling Ensemble Kalman inversion Physical interpretability |
| 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)
Adobe PDF(5558Kb) | Favorite | View/Download：83/4 | Submit date：2023/09/26
Hypersonic Thermochemical nonequilibrium State-to-state approach Deep learning Multiphysics Data assimilation |
| RelaxNet: A structure-preserving neural network to approximate the Boltzmann collision operator 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 490, 页码: 112317
Authors: Xiao TB(肖天白); Frank, Martin
Adobe PDF(5203Kb) | Favorite | View/Download：47/2 | Submit date：2023/09/05
Kinetic theory Computational fluid dynamics Scientific machine learning Artificial neural network |
| Adaptive transfer learning for PINN 期刊论文
Journal of Computational Physics, 2023, 卷号: 490, 页码: 1 - 29
Authors: Liu Y(刘洋); Liu W(刘文); Yan XS; Guo SQ(郭帅旗); Zhang CA(张陈安)
Adobe PDF(5571Kb) | Favorite | View/Download：130/11 | Submit date：2023/08/21 |
| 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)
Adobe PDF(3908Kb) | Favorite | View/Download：130/13 | Submit date：2023/09/26
Explainability Ensemble Kalman method Turbulence model Axial compressor rotor Neural network Machine learning |
| 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
Adobe PDF(3004Kb) | Favorite | View/Download：38/3 | Submit date：2023/09/05
Computational fluid dynamics Kinetic theory Boltzmann equation Multi-scale method Deep learning |
| Study of the effects of hydraulic fractures on gas and water flow in shale gas reservoirs 期刊论文
Energy Sources, Part A: Recovery Utilization and Environmental Effects, 2023, 卷号: 45, 期号: 3, 页码: 9540-9551
Authors: Wan YJ; Chen ZY; Shen WJ (沈伟军); Kuang ZX; Liu XH; Guo W; Hu Y
Adobe PDF(1984Kb) | Favorite | View/Download：575/107 | Submit date：2019/11/15
Shale gas reservoir hydraulic fracture sensitivity analysis gas desorption water retention gas production |
| Force measurement using strain-gauge balance in shock tunnel based on deep learning 期刊论文
CHINESE JOURNAL OF AERONAUTICS, 2023, 卷号: 36, 期号: 8, 页码: 43-53
Authors: Nie SJ(聂少军); Wang YP(汪运鹏); Jiang ZL(姜宗林)
Adobe PDF(2346Kb) | Favorite | View/Download：91/18 | Submit date：2024/02/26
Convolutional neural net-works Deep learning Frequency domain analysis Force measurement Time domain analysis Recurrent neural networks |
| Investigation of particle size impact on dense particulate flows in a vertical pipe 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 7, 页码: 73302
Authors: Ren WL(任万龙); Zhang XH(张旭辉); Zhang Y(张岩); Li P(李鹏); Lu XB(鲁晓兵)
Adobe PDF(2756Kb) | Favorite | View/Download：91/8 | Submit date：2023/09/05 |
| 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：91/15 | Submit date：2023/09/05 |
