• 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