DocumentCode :
2681131
Title :
Determining and exploiting the distribution function of wind power forecasting error for the economic operation of autonomous power systems
Author :
Tsikalakis, Antonis G. ; Katsigiannis, Yiannis A. ; Georgilakis, Pavlos S. ; Hatziargyriou, Nikos D.
Author_Institution :
Sch. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens
fYear :
0
fDate :
0-0 0
Abstract :
Many efforts have been presented in the bibliography for wind power forecasting in power systems and few of them have been used for autonomous power systems. The impact of knowing the distribution function of wind power forecasting error in the economic operation of a power system is studied in this paper. The papers proposes that the distribution of the wind power forecasting error of a specific tool can be easily derived if, for that model, an evaluation of its performance is made off-line comparing the forecasted values of the tool with the actual wind power values in the same horizon. The proposed methodology is applied to the autonomous power system of Crete. It is shown that the improvement of the performance of wind power forecasting tool has significant economic impact on the operation of autonomous power systems with increased wind power penetration. The obtained results for various levels of wind power production and load show that using only mean absolute percentage error (MAPE) leads to significant change in the estimation of the wind power to be shed to avoid technical limits violation, especially if the wind power forecasting tool presents underestimation of the actual production
Keywords :
load forecasting; power system economics; wind power; Crete; autonomous power systems economic operation; mean absolute percentage error; wind power forecasting error; wind power penetration; wind power production; wind power values; Bibliographies; Distribution functions; Economic forecasting; Power generation economics; Power system economics; Power system modeling; Power systems; Production; Wind energy; Wind forecasting; Autonomous power systems; economic operation; normal distribution; spinning reserve; wind power forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Engineering Society General Meeting, 2006. IEEE
Conference_Location :
Montreal, Que.
Print_ISBN :
1-4244-0493-2
Type :
conf
DOI :
10.1109/PES.2006.1709413
Filename :
1709413
Link To Document :
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