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Semi-asynchronous personalized federated learning for short-term photovoltaic power forecasting
期刊论文
DIGITAL COMMUNICATIONS AND NETWORKS, 2023, 卷号: 9, 期号: 5, 页码: 1221-1229
作者:
Zhang, Weishan
;
Chen, Xiao
;
He, Ke
;
Chen, Leiming
;
Xu, Liang
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2024/02/22
Photovoltaic power forecasting
Federated learning
Edge computing
CNN-LSTM
A novel short-term load forecasting method based on mini-batch stochastic gradient descent regression model
期刊论文
Electric Power Systems Research, 2022, 卷号: 211
作者:
Lizhen, Wu
;
Yifan, Zhao
;
Gang, Wang
;
Xiaohong, Hao
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2022/07/20
Batch data processing
Big data
Electric power plant loads
Forecasting
Gradient methods
K-means clustering
Regression analysis
Stochastic models
Big data analyze
Distributed parallel computing
Load forecasting
Map-reduce
Map-reduce framework
Mini-batch stochastic gradient descent
Regression modelling
Short term load forecasting
Stochastic gradient descent
Stochastic gradient descent algorithm
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
收藏
  |  
浏览/下载:30/0
  |  
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
Wind Speed Short-Term Prediction Based on Empirical Wavelet Transform, Recurrent Neural Network and Error Correction
期刊论文
Journal of Shanghai Jiaotong University (Science), 2022
作者:
Zhu, Changsheng
;
Zhu, Lina
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2022/08/09
Brain
Elman neural networks
Error correction
Forecasting
Multilayer neural networks
Speed
Stochastic systems
Wavelet transforms
Wind power
Wind speed
A
Deep long short term memory network
Empirical wavelet transform
Error correction strategy
Errors correction
Memory network
TM 614
Wavelets transform
Wind speed
Wind speed prediction
A New CIGWO-Elman Hybrid Model for Power Load Forecasting
期刊论文
JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2021, 卷号: 17, 期号: 2, 页码: 1319-1333
作者:
Hao, Jie
;
Zhu, Changsheng
;
Guo, Xiuting
收藏
  |  
浏览/下载:16/0
  |  
提交时间:2021/12/17
Chaotic sequence
CIGWO-Elman
Feedback coefficient
Inertia weight
PSO
Power load forecasting
Random cosine function
A hybrid method for short-term wind speed forecasting based on Bayesian optimization and error correction
期刊论文
JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2021, 卷号: 13, 期号: 3
作者:
Guo, Xiuting
;
Zhu, Changsheng
;
Hao, Jie
;
Zhang, Shengcai
;
Zhu, Lina
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2021/10/14
Error correction
Forecasting
Machine learning
Speed
Wavelet transforms
Wind power
Bayesian optimization algorithms
Error correction models
Extreme learning machine
Hyper-parameter optimizations
Large-scale wind power
Prediction performance
Short-term wind speed forecasting
Wind speed prediction
Study on aerodynamic characteristics of horizontal axis wind turbine under low-level jet inflow condition
期刊论文
Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2021, 卷号: 42, 期号: 3, 页码: 1-8
作者:
Zhang, Xuyao
;
Yang, Congxin
;
Jin, Rui
;
Zhang, Yaguang
;
He, Pan
收藏
  |  
浏览/下载:24/0
  |  
提交时间:2021/06/03
Aerodynamic loads
Boundary layers
Energy utilization
Speed
Turbine components
Wind
Wind power
Wind turbines
Aerodynamic characteristics
Forecasting accuracy
Horizontal axis wind turbines
Longitudinal force
Maximum relative errors
Turbulent wind fields
Von karman spectrums
Wind turbine rotors
Wind Power Short-Term Forecasting Model Based on the Hierarchical Output Power and Poisson Re-Sampling Random Forest Algorithm
期刊论文
IEEE Access, 2021, 卷号: 9, 页码: 6478-6487
作者:
Hao, Jie
;
Zhu, Changsheng
;
Guo, Xiuting
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2021/03/02
Decision trees
Economics
Electric power system interconnection
Electric utilities
Predictive analytics
Random forests
Statistical tests
Weather forecasting
Wind power
Chi-square tests
Classification models
Random forest algorithm
Real time characteristics
Short term prediction
Short-term forecasting
Short-term wind power forecasting
Wind power predictions
A Short-Term Load Forecasting Method Based on GRU-CNN Hybrid Neural Network Model
期刊论文
MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 卷号: 2020
作者:
Wu, Lizhen
;
Kong, Chun
;
Hao, Xiaohong
;
Chen, Wei
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2020/06/16
Clustering algorithms
Complex networks
Convolutional neural networks
Electric power plant loads
Forecasting
Mean square error
Prediction error analysis of wind power based on clustering and non-parametric kernel density estimation
期刊论文
Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2019, 卷号: 40, 期号: 12, 页码: 3594-3604
作者:
Zhang, Xiaoying
;
Zhang, Xiaomin
;
Liao, Shun
;
Chen, Wei
;
Wang, Xiaolan
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2020/11/14
Cluster analysis
Errors
Iterative methods
Probability distributions
Statistics
Weather forecasting
Wind power
Fitting accuracy
Non-parametric estimations
Segmental clustering
Wind power forecast
Window width
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