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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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Modelling of regional heating and cooling load in the context of carbon neutrality
期刊论文
JOURNAL OF BUILDING ENGINEERING, 2024, 卷号: 85, 页码: 26
Authors:
Pan LS(潘利生)
;
Guo, Yuan
;
Yan, Quanying
;
Shi, Weixiu
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View/Download:43/0
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Submit date:2024/05/14
Regional load
Coupling of heating and cooling
Degree-day method
Characteristics of load
Ultra-long-range force transmission in fiber networks enabled by multiaxial mechanical coupling
期刊论文
INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES, 2024, 卷号: 291, 页码: 10
Authors:
Liu, Jingnan
;
Wang, Mengyuan
;
Xue, Chao
;
Wang, Hongfa
;
Wang, Hailong
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View/Download:47/0
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Submit date:2024/04/29
Fiber networks
Long-range force transmission
Network connectivity
Tension-compression asymmetry
Multiaxial mechanical coupling
Data augmented prediction of Reynolds stresses for flows around an axisymmetric body of revolution
期刊论文
OCEAN ENGINEERING, 2024, 卷号: 296, 页码: 14
Authors:
Liu Y(刘毅)
;
Wang SZ(王士召)
;
Zhang XL(张鑫磊)
;
He GW(何国威)
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View/Download:21/0
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Submit date:2024/05/21
Ensemble Kalman method
Machine learning
Turbulence modeling
SUBOFF model
Ensemble variational method with adaptive covariance inflation for learning neural network-based turbulence models
期刊论文
PHYSICS OF FLUIDS, 2024, 卷号: 36, 期号: 3, 页码: 21
Authors:
Luo QY(罗清勇)
;
Zhang XL(张鑫磊)
;
He GW(何国威)
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View/Download:20/0
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Submit date:2024/05/14
Stochastic dynamics of aircraft ground taxiing via improved physics-informed neural networks
期刊论文
NONLINEAR DYNAMICS, 2024, 页码: 16
Authors:
Zhang, Ying
;
Jin, Zhengrong
;
Wang L(王笼)
;
Zheng, Kaixin
;
Jia, Wantao
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View/Download:63/0
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Submit date:2024/02/19
PINNs
Aircraft ground taxiing model
Fokker-Planck equations
Inverse problem
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)
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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)
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View/Download:81/3
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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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View/Download:44/0
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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)
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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)
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View/Download:122/10
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Submit date:2023/09/26
Explainability
Ensemble Kalman method
Turbulence model
Axial compressor rotor
Neural network
Machine learning