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中国科学院力学研究所机构知识库
Knowledge Management System of Institue of Mechanics, CAS
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Indexed By:SCI
Source Publication:JOURNAL OF COMPUTATIONAL PHYSICS
Date Issued:2023
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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)
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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)
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Submit date:2023/09/05
Kinetic theory
Computational fluid dynamics
Scientific machine learning
Artificial neural network
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)
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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)
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Submit date:2023/09/05
Ensemble Kalman method
Turbulence modeling
Direct data
Indirect data
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)
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Submit date:2023/02/20
Phase-change model
Velocity decomposition
Multi-phase flow