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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:20/0
  |  
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: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
An interval decomposition-ensemble approach with data-characteristic-driven reconstruction for short-term load forecasting
期刊论文
APPLIED ENERGY, 2022, 卷号: 306, 页码: 16
作者:
Yang, Dongchuan
;
Guo, Ju-E
;
Sun, Shaolong
;
Han, Jing
;
Wang, Shouyang
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2022/04/02
Short-term load forecasting
Bivariate empirical mode decomposition
Decomposition-ensemble approach
Reconstruction
Bayesian optimization
Long short-term memory network
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
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  |  
浏览/下载:14/0
  |  
提交时间:2020/06/16
Clustering algorithms
Complex networks
Convolutional neural networks
Electric power plant loads
Forecasting
Mean square error
Short-term electricity load forecasting using a mapreduce-based elman networks with coarse-grained parallel genetic optimization
会议论文
Dali, China, December 6, 2019 - December 8, 2019
作者:
Bao, Guangqing
;
Liu, Fuchao
;
He, Xin
;
Zhang, Gang
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  |  
浏览/下载:1/0
  |  
提交时间:2020/11/15
Agricultural robots
Biomimetics
Efficiency
Electric power plant loads
Forecasting
Genetic algorithms
Neural networks
Robotics
Coarse-grained parallels
Electrical load forecasting
Elman neural network
Elman neural networks (ENN)
Map-reduce
Meteorological information
Short-term electrical loads
Short-term electricity load forecasting
Community electric vehicle load forecasting based on time series distribution
会议论文
Guizhou, China, August 9, 2019 - August 11, 2019
作者:
Li, Hengjie
;
Zhu, Yueyang
;
Chen, Wei
;
Lv, Junqing
;
Zeng, Xianqiang
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  |  
浏览/下载:4/0
  |  
提交时间:2020/11/15
Charging time
Electric load distribution
Electric power plant loads
Electric power system planning
Electric power transmission networks
Electric vehicles
Forecasting
Housing
Landforms
Charging loads
Discharging characteristics
Electric vehicle charging
Electricity prices
Power grids
Power system planning
Residential areas
Vehicle load
Power load data preprocessing based on PFCM algorithm and neural network
会议论文
Chongqing, China, May 24, 2019 - May 26, 2019
作者:
Hao, Xiaohong
;
Zhang, Chunyan
;
Li, Hang
;
Wang, Weizhou
;
Liu, Fuchao
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  |  
浏览/下载:0/0
  |  
提交时间:2020/11/15
Classification (of information)
Curve fitting
Electric load dispatching
Electric power plant loads
Electric power transmission networks
Genetic algorithms
Radial basis function networks
Statistics
Average relative error
Clustering results
Genetic-algorithm optimizations
Number of clusters
Outliers
Power load
RBF Neural Network
Trained neural networks
A fast algorithm for short term electric load forecasting by a hidden semi-markov process
期刊论文
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2019, 卷号: 89, 页码: 831-843
作者:
Duan, Qihong
;
Liu, Junrong
;
Zhao, Dengfu
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2019/11/19
empirical probability function
hidden Markov models
Load forecasting
change point
ECM algorithm
An Efficient Load Forecasting in Predictive Control Strategy Using Hybrid Neural Network
期刊论文
Journal of Circuits, Systems and Computers, 2019
作者:
Sengar, S.
;
Liu, X.
收藏
  |  
浏览/下载:12/0
  |  
提交时间:2019/12/02
Electric power plant loads
Energy efficiency
Energy resources
Neural networks
Optimization, Cuckoo search algorithms
Cuckoo searches
Hybrid neural networks
Levy flights
Load forecasting
Overall energy efficiency
Power load forecasting
Predictive control strategy, Weather forecasting
A Review of Load Forecasting of the Distributed Energy System
期刊论文
IOP Conference Series: Earth and Environmental Science, 2019, 卷号: Vol.237 No.4, 页码: 042019
作者:
Wang, Z.a
;
Li, J.a
;
Zhu, S.b
;
Zhao, J.b
;
Deng, S.b
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2019/11/21
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