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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)
 Adobe PDF(5558Kb) |  Favorite | View/Download：77/3 | 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：42/0 | 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：112/7 | Submit date：2023/08/21 |
| 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：35/2 | Submit date：2023/09/05
Computational fluid dynamics Kinetic theory Boltzmann equation Multi-scale method Deep learning |
| Combining direct and indirect sparse data for learning generalizable turbulence models 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112272
Authors: Zhang XL(张鑫磊); Xiao, Heng; Luo, Xiaodong; He GW(何国威)
 Adobe PDF(7111Kb) | Favorite | View/Download：54/5 | Submit date：2023/09/05
Ensemble Kalman method Turbulence modeling Direct data Indirect data |
| A cache-efficient reordering method for unstructured meshes with applications to wall-resolved large-eddy simulations 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 480, 页码: 112009
Authors: Liu Y(刘毅); Wang HP(王洪平); Wang SZ(王士召); He GW(何国威)
Adobe PDF(9368Kb) | Favorite | View/Download：94/4 | Submit date：2023/06/15
Large -eddy simulations Unstructured mesh High performance computing Mesh reordering Cache utilization |
| An interface-resolved phase-change model based on velocity decomposition 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 475, 页码: 28
Authors: Lu M(卢敏); Yang ZX(杨子轩); He GW(何国威)
Adobe PDF(3953Kb) | Favorite | View/Download：174/5 | Submit date：2023/02/20
Phase-change model Velocity decomposition Multi-phase flow |
