DocumentCode
2602979
Title
Fractional Weibull wind speed modeling for wind power production estimation
Author
Yu, Zuwei, Sr. ; Tuzuner, Akiner
Author_Institution
Coll. of Eng., Purdue Univ., West Lafayette, IN, USA
fYear
2009
fDate
6-7 April 2009
Firstpage
1
Lastpage
5
Abstract
This paper describes the method of the fractional Weibull distribution (FWD) for modeling wind speed distributions. The maximum likelihood estimation (MLE) method is used for estimating the parameters of the FWD, fitted to the wind data from a tall tower. Seasonal wind speed variations are considered in the modeling. Compared to the standard Weibull distribution estimates, the FWD estimates yield greater accuracy in wind power estimation. The discrete distributions of the probabilities of the FWDs are used for obtaining expected wind energy production, which shows a considerable reduction in errors by about tenfold.
Keywords
Weibull distribution; maximum likelihood estimation; wind power; MLE method; fractional Weibull distribution; maximum likelihood estimation method; parameter estimation; wind energy production; wind power production estimation; wind speed distribution; Atmospheric modeling; Frequency; Maximum likelihood estimation; Power system modeling; Production systems; Shape; Weibull distribution; Wind energy; Wind speed; Yield estimation; Fractional Weibull distribution; MLE; Wind speed; error; uniqueness; wind power production;
fLanguage
English
Publisher
ieee
Conference_Titel
Sustainable Power Generation and Supply, 2009. SUPERGEN '09. International Conference on
Conference_Location
Nanjing
Print_ISBN
978-1-4244-4934-7
Type
conf
DOI
10.1109/SUPERGEN.2009.5348198
Filename
5348198
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