DocumentCode
570455
Title
The influence of wind direction on short-term wind power prediction: A case study in north China
Author
Ding, Yuyu ; Zhou, Hai ; Tan, Zhiping ; Chen, Ying ; Ding, Jie
Author_Institution
China Electr. Power Res. Inst., Nanjing, China
fYear
2012
fDate
21-24 May 2012
Firstpage
1
Lastpage
5
Abstract
This paper investigates the impact of wind direction on the prediction of wind power. A novel short-term wind power forecasting model is developed based on the data of wind speed, wind direction, wind farm output and numerical weather prediction. Statistical methods are adopted for the data analysis. To show the effectiveness, the approach is applied on a wind farm in north China. The average RMSE is reduced by 41.3% through the application of the proposed approach.
Keywords
load forecasting; statistical analysis; wind power plants; North China; RMSE; data analysis; numerical weather prediction; short-term wind power forecasting model; short-term wind power prediction; statistical methods; wind direction; wind farm; wind speed; Forecasting; Predictive models; Wind farms; Wind forecasting; Wind power generation; Wind speed; NWP; power curve; regression; wind direction; wind power forecasting;
fLanguage
English
Publisher
ieee
Conference_Titel
Innovative Smart Grid Technologies - Asia (ISGT Asia), 2012 IEEE
Conference_Location
Tianjin
Print_ISBN
978-1-4673-1221-9
Type
conf
DOI
10.1109/ISGT-Asia.2012.6303282
Filename
6303282
Link To Document