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基于机器学习和群智能的超短期风速及太阳辐射订正预报研究
学位论文
理学博士, 兰州: 兰州大学, 2023
Authors:
段济开
Favorite
  |  
  
Submit date:2023/11/15
WRF模式
WRF model
风速预报
wind speed forecast
太阳辐射预报
solar radiation forecast
订正预报
correction forecast
组合预报
combination forecast
机器学习
machine learning
群智能
swarm intelligence
A multistep short-term solar radiation forecasting model using fully convolutional neural networks and chaotic aquila optimization combining WRF-Solar model results
期刊论文
ENERGY, 2023, 卷号: 271
Authors:
Duan, Jikai
;
Zuo, HC(左洪超)
;
Bai, Yulong
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Ma, L(马磊)
;
Chen, BL(陈伯龙)
Favorite
  |  
  
Submit date:2023/04/12
Convolutional neural networks
Electric load dispatching
Forecasting
Multilayer neural networks
Optimization
Solar energy
Solar power generation
Solar radiation
Chaotic aquila optimization
Chaotics
Convolutional networks
Fully convolutional network
Multisteps
Optimisations
Solar modeling
Solar radiation forecasting
Solar radiation predictions
WRF-solar
A multistep short-term solar radiation forecasting model using fully convolutional neural networks and chaotic aquila optimization combining WRF-Solar model results
期刊论文
ENERGY, 2023, 卷号: 271
Authors:
Duan, Jikai
;
Zuo, HC(左洪超)
;
Bai, Yulong
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Ma, L(马磊)
;
Chen, BL(陈伯龙)
Favorite
  |  
  
Submit date:2023/04/12
Solar radiation forecasting
Fully convolutional networks
Chaotic aquila optimization
WRF-solar
A multistep short-term solar radiation forecasting model using fully convolutional neural networks and chaotic aquila optimization combining WRF-Solar model results
期刊论文
ENERGY, 2023, 卷号: 271
Authors:
Duan, Jikai
;
Zuo, HC(左洪超)
;
Bai, Yulong
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Ma, L(马磊)
;
Chen, BL(陈伯龙)
Favorite
  |  
  
Submit date:2023/05/25
Convolutional neural networks
Electric load dispatching
Forecasting
Multilayer neural networks
Optimization
Solar energy
Solar power generation
Solar radiation
Chaotic aquila optimization
Chaotics
Convolutional networks
Fully convolutional network
Multisteps
Optimisations
Solar modeling
Solar radiation forecasting
Solar radiation predictions
WRF-solar
A multistep short-term solar radiation forecasting model using fully convolutional neural networks and chaotic aquila optimization combining WRF-Solar model results
期刊论文
ENERGY, 2023, 卷号: 271
Authors:
Duan, Jikai
;
Zuo, HC(左洪超)
;
Bai, Yulong
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Ma, L(马磊)
;
Chen, BL(陈伯龙)
Favorite
  |  
  
Submit date:2023/05/25
Solar radiation forecasting
Fully convolutional networks
Chaotic aquila optimization
WRF-solar
A multistep short-term solar radiation forecasting model using fully convolutional neural networks and chaotic aquila optimization combining WRF-Solar model results
期刊论文
ENERGY, 2023, 卷号: 271
Authors:
Duan, Jikai
;
Zuo, HC(左洪超)
;
Bai, Yulong
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Ma, L(马磊)
;
Chen, BL(陈伯龙)
Favorite
  |  
  
Submit date:2023/07/18
Convolutional neural networks
Electric load dispatching
Forecasting
Multilayer neural networks
Optimization
Solar energy
Solar power generation
Solar radiation
Chaotic aquila optimization
Chaotics
Convolutional networks
Fully convolutional network
Multisteps
Optimisations
Solar modeling
Solar radiation forecasting
Solar radiation predictions
WRF-solar
Surface water and aerosol spatiotemporal dynamics and influence mechanisms over drylands
期刊论文
Geoscience Frontiers, 2023, 卷号: 14, 期号: 2
Authors:
Chen, Xiangyue
;
Zuo, Hongchao
;
Wang, Wenpeng
;
Duan, Jikai
;
Chang, Mingheng
;
Wang, Jingzhe
Favorite
  |  
  
Submit date:2023/02/22
Surface water
Aerosols
PLS-SEM
Central Asia
Aral Sea
Ebinur Lake
锡林郭勒草原下垫面地气相互作用特征研究
期刊论文
干旱区资源与环境, 2022, 卷号: 37, 期号: 01, 页码: 74-81
Authors:
段济开
;
徐静
;
李慧融
;
王英舜
;
陈伯龙
;
马磊
;
左洪超
Favorite
  |  
  
Submit date:2023/02/22
能量平衡
湍流通量
能量闭合
涡动相关法
Full-coverage 250 m monthly aerosol optical depth dataset (2000-2019) amended with environmental covariates by an ensemble machine learning model over arid and semi-arid areas, NW China
期刊论文
Earth System Science Data, 2022, 卷号: 14, 期号: 12, 页码: 5233-5252
Authors:
Chen, Xiangyue
;
Zuo, Hongchao
;
Zhang, Zipeng
;
Cao, Xiaoyi
;
Duan, Jikai
;
Zhu, Chuanmei
;
Zhang, Zhe
;
Wang, Jingzhe
Favorite
  |  
  
Submit date:2023/01/03
A combined short-term wind speed forecasting model based on CNN–RNN and linear regression optimization considering error
期刊论文
RENEWABLE ENERGY, 2022, 卷号: 200, 页码: 788-808
Authors:
Duan, Jikai
;
Chang, Mingheng
;
Chen, Xiangyue
;
Wang, Wenpeng
;
Zuo, Hongchao
;
Bai, Yulong
;
Chen, Bolong
Favorite
  |  
  
Submit date:2023/01/03
Convolution
Convolutional neural networks
Electric power transmission networks
Electric power utilization
Empirical mode decomposition
Errors
Forecasting
Linear regression
Smart power grids
Speed
Wind power
Wind speed
Combined forecasting
Combined forecasting model
Convolutional neural network
Empirical Mode Decomposition
Forecasting models
Linear regression network
Neural network model
Short-term wind speed forecasting
Wind speed
Wind speed forecasting