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
Link To Document