Evaluation of wind power forecasts—An up-to-date view

Jakob W. Messner*, Pierre Pinson, Jethro Browell, Mathias B. Bjerregård, Irene Schicker

*Corresponding author for this work

Research output: Contribution to journalJournal articleResearchpeer-review

4 Downloads (Pure)

Abstract

Wind power forecast evaluation is of key importance for forecast provider selection, forecast quality control, and model development. While forecasts are most often evaluated based on squared or absolute errors, these error measures do not always adequately reflect the loss functions and true expectations of the forecast user, neither do they provide enough information for the desired evaluation task. Over the last decade, research in forecast verification has intensified, and a number of verification frameworks and diagnostic tools have been proposed. However, the corresponding literature is generally very technical and most often dedicated to forecast model developers. This can make forecast users struggle to select the most appropriate verification tools for their application while not fully appraising subtleties related to their application and interpretation. This paper revisits the most common verification tools from a forecast user perspective and discusses their suitability for different application examples as well as evaluation setup design and significance of evaluation results.

Original languageEnglish
JournalWind Energy
Volume23
Issue number6
Pages (from-to)1461-1481
ISSN1095-4244
DOIs
Publication statusPublished - 1 Jan 2020

Keywords

  • Evaluation metrics
  • Forecast evaluation
  • Testing forecast performance
  • Wind power

Fingerprint Dive into the research topics of 'Evaluation of wind power forecasts—An up-to-date view'. Together they form a unique fingerprint.

Cite this