• DocumentCode
    735674
  • Title

    A contribution to the load forecast of price elastic consumption behaviour

  • Author

    Klaiber, Stefan ; Bretschneider, Peter ; Waczowicz, Simon ; Mikut, Ralf ; Konotop, Irina ; Westermann, Dirk

  • Author_Institution
    Fraunhofer IOSB-AST, Ilmenau, Germany
  • fYear
    2015
  • fDate
    June 29 2015-July 2 2015
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    By influencing the demand side by means of price signals (Demand Response) additional flexibility potential in electric supply systems can be provided. However, by influencing the demand side typical consumption patterns of previously unaffected consumers are changed. This will lead to increasing uncertainty in load forecasting. This paper deals with the forecast of load time series in consideration of price-based consumption influence. Additional requirements for load forecasting methods resulting from the price elastic consumption behaviour are analysed in this paper. Furthermore, the model residuals of established model approaches will be analysed to explain the disturbance characteristic caused by the price elasticity. Finally, the impact of the model residuals on the load forecast was investigated.
  • Keywords
    Artificial neural networks; Correlation; Correlation coefficient; Load forecasting; Load modeling; Planning; Predictive models; Demand forecasting; consumer behaviour; demand response; time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    PowerTech, 2015 IEEE Eindhoven
  • Conference_Location
    Eindhoven, Netherlands
  • Type

    conf

  • DOI
    10.1109/PTC.2015.7232548
  • Filename
    7232548