4.7 Article

Wind resource estimates with an analog ensemble approach

Journal

RENEWABLE ENERGY
Volume 74, Issue -, Pages 761-773

Publisher

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.renene.2014.08.060

Keywords

Wind energy; Long-term wind resource assessment; Analog ensemble; Uncertainty quantification

Funding

  1. NASA Research Opportunities in Space and Earth Sciences (ROSES) program [NNX10AB30G]
  2. U.S. National Science Foundation

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The wind resource and energy assessment is key to a wind farm development project. It allows for establishing the feasibility and economic viability of the project over the typical 10- to 30-year lifetime of a wind farm. Recent studies show that the accuracy of assessments has substantial room for improvement. Estimating and reducing uncertainty is important to secure financing and ensure the confidence of investors. A new method is proposed and demonstrated for the long-term estimation of the wind speeds at a target site, a key step in assessments. The method is based on ensembles made of analogs between a short-term observational record from the target site and a long-term historical record from a nearby site or an atmospheric model. It provides a high-quality long-term wind resource estimate, characterized by an accurate wind speed time series and frequency distribution. It also provides a reliable estimate of the uncertainty based on the actual physical processes determining the current atmospheric flow rather than the climatological wind distribution. (C) 2014 Elsevier Ltd. All rights reserved.

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