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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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Submit date:2024/05/14
Clustering dimensionless learning for multiple-physical-regime systems
期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 卷号: 420, 页码: 21
Authors:
Zhang, Lei
;
Xu ZY(许昭越)
;
Wang SZ(王士召)
;
He GW(何国威)
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View/Download:71/0
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Submit date:2024/03/11
Cluster
Active subspace
Data-driven dimensional analysis
Machine learning
Simultaneous Enhancement of Thermal Insulation and Impact Resistance in Transparent Bulk Composites
期刊论文
ADVANCED MATERIALS, 2024, 页码: 10
Authors:
Zhang, Xiao
;
Zhou, Jianyu
;
Wu, Kaijin
;
Zhang, Shuaishuai
;
Xie, Lili
;
Gong, Xinglong
;
He, Linghui
;
Ni Y(倪勇)
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Submit date:2024/02/19
biomimetic design
impact resistance
shear stiffening gel
thermal insulation
transparency
Plastic deformation capacity obtained by the process of strain delocalization in Hf
0.5
Nb
0.5
Ta
0.5
Ti
1.5
Zr multi-principal-element alloy
期刊论文
INTERMETALLICS, 2024, 卷号: 164, 页码: 8
Authors:
He, Jinyan
;
Ma, Yan
;
Li, Hongxin
;
Ma, Shizhou
;
Zhang, Xinggao
;
Yuan FP(袁福平)
;
Huang, Jacob Chih-Ching
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Submit date:2024/01/02
Multi-principal element alloy
Strain delocalization
Strain gradient
Lattice distortion
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
Multiscale analysis of a very long wind turbine wake in an atmospheric boundary layer
期刊论文
PHYSICAL REVIEW FLUIDS, 2023, 卷号: 8, 期号: 10, 页码: 27
Authors:
Zhang FS(张风顺)
;
Yang XL(杨晓雷)
;
He GW(何国威)
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Submit date:2023/12/11
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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Submit date:2023/09/26
Explainability
Ensemble Kalman method
Turbulence model
Axial compressor rotor
Neural network
Machine 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
Learning Neural-Network-Based Turbulence Models for External Transonic Flows Using Ensemble Kalman Method
期刊论文
AIAA JOURNAL, 2023
Authors:
Liu Y(刘毅)
;
Zhang XL(张鑫磊)
;
He GW(何国威)
Adobe PDF(8757Kb)
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Submit date:2023/06/15
Learning chaotic systems from noisy data via multi-step optimization and adaptive training
期刊论文
CHAOS, 2022, 卷号: 32, 期号: 12, 页码: 16
Authors:
Zhang, Lei
;
Tang, Shaoqiang
;
He GW(何国威)
Adobe PDF(2127Kb)
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Submit date:2023/01/12