scholarly journals Comparative study of reformed neural network based short‐term wind power forecasting models

2022 ◽  
Author(s):  
Zuoxia Xing ◽  
Boyang Qu ◽  
Yang Liu ◽  
Zhe Chen
Keyword(s):  
Neural Network ◽  
Comparative Study ◽  
Wind Power ◽  
Short Term ◽  
Wind Power Forecasting ◽  
Forecasting Models ◽  
Power Forecasting

Wind Power Forecasting Based on the BP Neural Network

2013 ◽  
Vol 341-342 ◽  
pp. 1303-1307 ◽  
Author(s):  
Jian Dong Mao ◽  
Xiao Jing Zhang ◽  
Juan Li
Keyword(s):  
Neural Network ◽  
Wind Power ◽  
Bp Neural Network ◽  
Engineering Application ◽  
Weather Forecast ◽  
Difficult Problem ◽  
Short Term ◽  
Wind Power Forecasting ◽  
Forecasting System ◽  
Power Forecasting

Accurate short-term wind power forecasting has important significance to safety, stability and economy of power system dispatching and also it is a difficult problem in practical engineering application. In this paper, by use of the data of numerical weather forecast, such as wind speed, wind direction, temperature, relative humidity and pressure of atmosphere, a short-term wind power forecasting system based on BP neural network has been developed. For verifying the feasibility of the system, some experiments have been were carried out. The results show that the system is capable of predicting accurately the wind power of future 24 hours and the forecasting accuracy of 85.6% is obtained. The work of this paper has important engineering directive significance to the similar wind power forecasting system.

scholarly journals Short-term wind power forecasting using wavelet-based neural network

2017 ◽  
Vol 142 ◽  
pp. 455-460 ◽  
Author(s):  
Rishabh Abhinav ◽  
Naran M Pindoriya ◽  
Jianzhong Wu ◽  
Chao Long
Keyword(s):  
Neural Network ◽  
Wind Power ◽  
Short Term ◽  
Wind Power Forecasting ◽  
Power Forecasting

scholarly journals Short-term regional wind power forecasting for small datasets with input data correction, hybrid neural network, and error analysis

2021 ◽  
Vol 7 ◽  
pp. 7675-7692
Author(s):  
Weichao Dong ◽  
Hexu Sun ◽  
Jianxin Tan ◽  
Zheng Li ◽  
Jingxuan Zhang ◽  
...  
Keyword(s):  
Neural Network ◽  
Error Analysis ◽  
Wind Power ◽  
Input Data ◽  
Short Term ◽  
Hybrid Neural Network ◽  
Wind Power Forecasting ◽  
Data Correction ◽  
Power Forecasting
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