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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
Ensemble Machine Learning Method for Photovoltaic Power Forecasting
会议论文
2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD)
Authors:
Q. Zhou
;
X. Tang
;
Q. Lv
;
Z. Li
;
J. Shen
;
J. Wang
;
B. Yong
Favorite
  |  
  
Submit date:2023/07/18
Photovoltaic power prediction
Smart grid
XG-Boost
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
Impact of dust radiation effect on simulations of temperature and wind – A case study in Taklimakan Desert
期刊论文
ATMOSPHERIC RESEARCH, 2022, 卷号: 273
Authors:
Li, Huoqing
;
Wang, CH(王澄海)
Favorite
  |  
  
Submit date:2022/05/12
Aerosols
Atmospheric radiation
Atmospheric temperature
Boundary layers
Budget control
Dust
Heat flux
Storms
Wind
Atmospheric dynamics
Case-studies
Dynamic condition
Energy budgets
Heating/cooling rate
Radiation budget
Taklimakan desert
Thermal condition
Wind speed
WRF/Chem
WRF-Chem
Radiation
Energy budget
Weather forecasts
Impact of dust radiation effect on simulations of temperature and wind – A case study in Taklimakan Desert
期刊论文
ATMOSPHERIC RESEARCH, 2022, 卷号: 273
Authors:
Li, Huoqing
;
Wang, CH(王澄海)
Favorite
  |  
  
Submit date:2022/11/08
Atmospheric radiation
Atmospheric temperature
Heat flux
Weather forecasting
Boundary layers
Budget control
Wind
Radiation effects
Aerosols
Atmospheric thermodynamics
Storms
Atmospheric dynamics
Case-studies
Dynamic condition
Energy budgets
Heating/cooling rate
Radiation budget
Taklimakan desert
Thermal condition
Wind speed
WRF/Chem
Impact of dust radiation effect on simulations of temperature and wind – A case study in Taklimakan Desert
期刊论文
ATMOSPHERIC RESEARCH, 2022, 卷号: 273
Authors:
Li, Huoqing
;
Wang, Chenghai
Favorite
  |  
  
Submit date:2023/01/03
Atmospheric radiation
Atmospheric temperature
Heat flux
Weather forecasting
Boundary layers
Budget control
Wind
Radiation effects
Aerosols
Atmospheric thermodynamics
Storms
Atmospheric dynamics
Case-studies
Dynamic condition
Energy budgets
Heating/cooling rate
Radiation budget
Taklimakan desert
Thermal condition
Wind speed
WRF/Chem