Standardizing the Performance Evaluation of Short-Term Wind Power Prediction Models

Short-term wind power prediction is a primary requirement for efficient large-scale integration of wind generation in power systems and electricity markets. The choice of an appropriate prediction model among the numerous available models is not trivial, and has to be based on an objective evaluatio...

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Veröffentlicht in:Wind engineering 2005-12, Vol.29 (6), p.475-489
Hauptverfasser: Madsen, Henrik, Pinson, Pierre, Kariniotakis, George, Nielsen, Henrik Aa, Nielsen, Torben S.
Format: Artikel
Sprache:eng
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Zusammenfassung:Short-term wind power prediction is a primary requirement for efficient large-scale integration of wind generation in power systems and electricity markets. The choice of an appropriate prediction model among the numerous available models is not trivial, and has to be based on an objective evaluation of model performance. This paper proposes a standardized protocol for the evaluation of short-term windpower prediction systems. A number of reference prediction models are also described, and their use for performance comparison is analysed. The use of the protocol is demonstrated, using results from both on-shore and offshore wind farms. The work was developed in the frame of the Anemos project (EU R&D project) where the protocol has been used to evaluate more than 10 prediction systems.
ISSN:0309-524X
2048-402X
DOI:10.1260/030952405776234599