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Renewable Energy
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Renewable Energy
Article . 2018 . Peer-reviewed
License: Elsevier TDM
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Evolutionary computation for wind farm layout optimization

Authors: Wilson, Dennis; Rodrigues, Silvio; Segura, Carlos; Loshchilov, Ilya; Huttor, Frank; Buenfil, Guillermo López; Kheiri, Ahmed; +9 Authors

Evolutionary computation for wind farm layout optimization

Abstract

This paper presents the results of the second edition of the Wind Farm Layout Optimization Competition, which was held at the 22nd Genetic and Evolutionary Computation COnference (GECCO) in 2015. During this competition, competitors were tasked with optimizing the layouts of five generated wind farms based on a simplified cost of energy evaluation function of the wind farm layouts. Online and offline APIs were implemented in C++, Java, Matlab and Python for this competition to offer a common framework for the competitors. The top four approaches out of eight participating teams are presented in this paper and their results are compared. All of the competitors' algorithms use evolutionary computation, the research field of the conference at which the competition was held. Competitors were able to downscale the optimization problem size (number of parameters) by casting the wind farm layout problem as a geometric optimization problem. This strongly reduces the number of evaluations (limited in the scope of this competition) with extremely promising results.

Countries
United Kingdom, United Kingdom, France, Germany, United Kingdom
Keywords

519, Competition, Wind farm layout optimization, Evolutionary algorithm, [INFO.INFO-RO]Computer Science [cs]/Operations Research [cs.RO], H- INFORMATIQUE, Recherche opérationnelle, wind farm layout optimization, evolutionary algorithm,competition

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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65
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