Short-term wind speed forecasting based on wavelet decomposition and least square support vector machine

	Short-term wind speed forecasting based on wavelet decomposition and least square support vector machine
	Wang, Xiao-Lan; Wang, Ming-Wei
	2010
发表期刊	Dianwang Jishu/Power System Technology
ISSN	10003673
卷号	34 期号:1 页码:179-184
摘要	Short-term wind speed forecasting is of significance for the operation of grid-connected wind power generation systems. A more accurate wind speed forecasting can effectively reduce or avoid the adverse effect of wind farm on power grid, meanwhile strengthens competition ability of wind farm in electricity market. In this paper the value and methods of wind speed forecasting are briefly introduced, and a short-term wind speed forecasting method based on wavelet decomposition (WD) and least square support vector machine (LSSVM) is proposed. Serving wind farms in Hong Kong region and the Hexi Corridor in Northwest China as examples respectively, two WD-LSSVM models for above-mentioned two regions are built and according to the data from these two regions the case verification is performed. Verification results show that the proposed method can improve the accuracy of one-step ahead wind speed forecasting.
关键词	Electric power generation Electric power system interconnection Electric power transmission networks Electric utilities Least squares approximations Speed Support vector machines Wavelet decomposition Weather forecasting Wind power Competition ability Hong kong region Least square support vector machines Short-term wind speed forecasting Verification results Wind farm Wind power generation systems Wind speed forecasting
收录类别	EI
语种	中文
出版者	Power System Technology Press
EI入藏号	20101912917923
EI主题词	Wind
EI分类号	443 Meteorology - 443.1 Atmospheric Properties - 615.8 Wind Power (Before 1993, use code 611 ) - 706.1 Electric Power Systems - 706.1.1 Electric Power Transmission - 723 Computer Software, Data Handling and Applications - 921.3 Mathematical Transformations - 921.6 Numerical Methods
来源库	Compendex
分类代码	443 Meteorology - 443.1 Atmospheric Properties - 615.8 Wind Power (Before 1993, use code 611 ) - 706.1 Electric Power Systems - 706.1.1 Electric Power Transmission - 723 Computer Software, Data Handling and Applications - 921.3 Mathematical Transformations - 921.6 Numerical Methods
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/111178
专题	电气工程与信息工程学院
作者单位	College of Electrical Engineering and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, Gansu Province, China
第一作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Wang, Xiao-Lan,Wang, Ming-Wei. Short-term wind speed forecasting based on wavelet decomposition and least square support vector machine[J]. Dianwang Jishu/Power System Technology,2010,34(1):179-184.
APA	Wang, Xiao-Lan,&Wang, Ming-Wei.(2010).Short-term wind speed forecasting based on wavelet decomposition and least square support vector machine.Dianwang Jishu/Power System Technology,34(1),179-184.
MLA	Wang, Xiao-Lan,et al."Short-term wind speed forecasting based on wavelet decomposition and least square support vector machine".Dianwang Jishu/Power System Technology 34.1(2010):179-184.