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
Link To Document :
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