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Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:
Sibo Cheng
;
César Quilodrán-Casas
;
Said Ouala
;
Alban Farchi
;
Che Liu
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2023/05/29
Data assimilation (DA)
deep learning
machine learning (ML)
reduced-order-modelling
uncertainty quantification (UQ)
Uncertainty-Based Comprehensive Optimization Design for the Thermal Protection System of Hypersonic Wing Structure
期刊论文
APPLIED SCIENCES-BASEL, 2022, 卷号: 12, 期号: 21, 页码: 19
作者:
Wang RX(王睿星)
;
Luo, Yan
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  |  
浏览/下载:11/0
  |  
提交时间:2022/12/20
uncertainty-based optimization design
uncertainty propagation analysis
aerodynamic shape
multilayer TPS tile
hypersonic wing
Seismic fragility analysis of LRB-isolated bridges considering the uncertainty of regional temperatures using BP neural networks
期刊论文
STRUCTURES, 2022, 卷号: 44, 页码: 566-578
作者:
Shi, Yan
;
Xiong, Lijun
;
Qin, Hongguo
;
Han, Jianping
;
Sun, Zhiguo
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  |  
浏览/下载:23/0
  |  
提交时间:2022/09/22
Isolated bridge
Lead rubber bearings (LRBs)
Regional temperature variation
BP neural network
Seismic fragility
Predicting Aquaculture Water Quality Using Machine Learning Approaches
期刊论文
WATER, 2022, 卷号: 14, 期号: 18, 页码: 15
作者:
Li, Tingting
;
Lu, Jian
;
Wu, Jun
;
Zhang, Zhenhua
;
Chen, Liwei
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  |  
浏览/下载:27/0
  |  
提交时间:2022/11/07
industrial aquaculture
machine learning
support vector machine
water quality prediction
Predicting Aquaculture Water Quality Using Machine Learning Approaches
期刊论文
WATER, 2022, 卷号: 14, 期号: 18, 页码: 15
作者:
Li, Tingting
;
Lu, Jian
;
Wu, Jun
;
Zhang, Zhenhua
;
Chen, Liwei
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  |  
浏览/下载:15/0
  |  
提交时间:2022/11/07
industrial aquaculture
machine learning
support vector machine
water quality prediction
A spectral method for stochastic fractional PDEs using dynamically-orthogonal/bi-orthogonal decomposition
期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 461, 页码: 17
作者:
Zhao, Yue
;
Mao, Zhiping
;
Guo, Ling
;
Tang, Yifa
;
Karniadakis, George Em
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  |  
浏览/下载:9/0
  |  
提交时间:2023/02/07
Uncertainty quantification
Anomalous transport
Quasi Monte Carlo simulation
Generalized polynomial chaos
Long-time integration
Poly-fractonomials
Conformalized temporal convolutional quantile regression networks for wind power interval forecasting
期刊论文
ENERGY, 2022, 卷号: 248, 页码: 16
作者:
Hu, Jianming
;
Luo, Qingxi
;
Tang, Jingwei
;
Heng, Jiani
;
Deng, Yuwen
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  |  
浏览/下载:5/0
  |  
提交时间:2023/02/07
Wind power interval prediction
Temporal convolutional network
Conformalized quantile regression
Comprehensive analysis and numerical simulation of a large debris flow in the Meilong catchment, China
期刊论文
ENGINEERING GEOLOGY, 2022, 卷号: 298, 页码: 13
作者:
An, Huicong
;
Ouyang, Chaojun
;
Wang, Fulei
;
Xu, Qingsong
;
Wang, Dongpo
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  |  
浏览/下载:22/0
  |  
提交时间:2022/08/23
Shallow landslide
Debris flow
Hazard chain
Integrated numerical simulation
Uncertainty analysis
Multi-objective robust optimization of a solar power tower plant under uncertainty
期刊论文
ENERGY, 2022, 卷号: 238, 页码: 11
作者:
Luo, Yan
;
Wang, Zhiyuan
;
Zhu, Jiamin
;
Lu, Tao
;
Xiao, Gang
收藏
  |  
浏览/下载:66/0
  |  
提交时间:2021/11/01
Solar power tower plant system
Uncertainty propagation
Multi-objective robust optimization
Global sensitivity analysis
Levelized cost of energy
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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