Title :
Wind power forecast uncertainty in daily operation of wind park combined with storage
Author :
Keko, Hrvoje ; Rosa, Mauro Augusto da ; Sumaili, Jean ; Miranda, Vladimiro
Author_Institution :
INESC Porto, Porto, Portugal
Abstract :
The inevitable wind power forecast errors result in differences between forecasted and observed wind power. To mitigate their economic impact, combining the wind power with pumped hydro energy storage may be used. In order to deliver a joint operational strategy for a wind power plant combined with storage, one requires reliable wind power forecasts. The forecasts commonly only consist of a single-value forecast (point forecast) for each look-ahead time. However, additional representative information concerning the forecast uncertainty may be required. In this paper, the influence of uncertainty representation daily operation for a wind power plant combined with pumped hydro storage is discussed. The paper illustrates how uncertainty representations such as Gaussian uncorrelated errors may also not be satisfactory. Based on a case study with a wind power plant combined with pumped hydro storage, organized for illustrative purposes, the paper demonstrates the need to have uncertainty representation including cross-period dependencies, in order to define a correct operation policy.
Keywords :
pumped-storage power stations; wind power plants; Gaussian uncorrelated errors; economic impact mitigation; forecast uncertainty; pumped hydro energy storage; single-value forecast; wind park; wind power forecast uncertainty; wind power plant; Energy storage; Optimization; Predictive models; Production; Uncertainty; Wind forecasting; Wind power generation;
Conference_Titel :
Energy Market (EEM), 2011 8th International Conference on the European
Conference_Location :
Zagreb
Print_ISBN :
978-1-61284-285-1
Electronic_ISBN :
978-1-61284-284-4
DOI :
10.1109/EEM.2011.5953114