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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
作者:
Zhang, Xin-Lei
;
Xiao, Heng
;
Jee, Solkeun
;
He, Guowei
收藏
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浏览/下载:8/0
  |  
提交时间:2023/11/28
Machine learning
Turbulence modeling
Ensemble Kalman inversion
Physical interpretability
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
作者:
Wu CT(吴楚畋)
;
Wang SZ(王士召)
;
Zhang XL(张鑫磊)
;
He GW(何国威)
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  |  
浏览/下载:15/0
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提交时间: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
作者:
Zhang XL(张鑫磊)
;
Xiao, Heng
;
Luo, Xiaodong
;
He GW(何国威)
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  |  
浏览/下载:15/0
  |  
提交时间: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
作者:
Liu Y(刘毅)
;
Zhang XL(张鑫磊)
;
He GW(何国威)
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  |  
浏览/下载:17/0
  |  
提交时间:2023/06/15
Forecasting carbon prices based on real-time decomposition and causal temporal convolutional networks
期刊论文
APPLIED ENERGY, 2023, 卷号: 331, 页码: 20
作者:
Li, Dan
;
Li, Yijun
;
Wang, Chaoqun
;
Chen, Min
;
Wu, Qi
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浏览/下载:20/0
  |  
提交时间:2023/02/07
Carbon price forecast
Granger forecast
Real-time decomposition
Neural Granger causality
Causal temporal convolutional network
Substantial uncertainties in global soil organic carbon simulated by multiple terrestrial carbon cycle models
期刊论文
LAND DEGRADATION & DEVELOPMENT, 2023, 卷号: 34, 期号: 11, 页码: 3225
作者:
Wang, Zhaoqi
;
Lin, Yuanhao
;
Cai, Lang
;
Wu, Guiling
;
Zheng, Kai
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浏览/下载:2/0
  |  
提交时间:2023/12/01
Recent Progress in Applications of the Conditional Nonlinear Optimal Perturbation Approach to Atmosphere-Ocean Sciences
期刊论文
CHINESE ANNALS OF MATHEMATICS SERIES B, 2022, 卷号: 43, 期号: 6, 页码: 1033-1048
作者:
Mu, Mu
;
Zhang, Kun
;
Wang, Qiang
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浏览/下载:0/0
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提交时间:2023/11/16
Conditional nonlinear optimal perturbation
Atmosphere
Ocean
Targeted observation
Predictability
Ensemble Kalman method for learning turbulence models from indirect observation data
期刊论文
JOURNAL OF FLUID MECHANICS, 2022, 卷号: 949
作者:
Zhang XL(张鑫磊)
;
Xiao, Heng
;
Luo, Xiaodong
;
He GW(何国威)
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  |  
浏览/下载:17/0
  |  
提交时间:2022/10/23
turbulence modelling
machine learning
A stacking-based short-term wind power forecasting method by CBLSTM and ensemble learning
期刊论文
Journal of Renewable and Sustainable Energy, 2022, 卷号: 14, 期号: 4
作者:
Wang, Nier
;
Li, Zhanming
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  |  
浏览/下载:28/0
  |  
提交时间:2022/09/22
Data handling
Decision trees
Electric load dispatching
Machine learning
Weather forecasting
Wind farm
Ensemble learning
Forecasting methods
Large amounts
Multi-model combination
Processing capacities
Short-term wind power forecasting
Stacking framework
Stackings
Times series
Acoustic Inversion for Uncertainty Reduction in Reynolds-Averaged Navier-Stokes-Based Jet Noise Prediction
期刊论文
AIAA JOURNAL, 2021, 页码: 16
作者:
Zhang, Xin-Lei
;
Xiao, Heng
;
Wu, Ting
;
He, Guowei
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  |  
浏览/下载:27/0
  |  
提交时间:2022/03/05
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