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Fast and effective multi-objective optimisation of wind turbine placement

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dc.contributor.authorTran, R.
dc.contributor.authorWu, J.
dc.contributor.authorDenison, C.
dc.contributor.authorAckling, T.
dc.contributor.authorWagner, M.
dc.contributor.authorNeumann, F.
dc.contributor.conferenceGenetic and Evolutionary Computation Conference (15th : 2013 : Amsterdam, Netherlands)
dc.contributor.editorBlum, C.
dc.date.issued2013
dc.description.abstractThe single-objective yield optimisation of wind turbine placements on a given area of land is already a challenging optimization problem. In this article, we tackle the multi-objective variant of this problem: we are taking into account the wake effects that are produced by the different turbines on the wind farm, while optimising the energy yield, the necessary area, and the cable length needed to connect all turbines. One key step contribution in order to make the optimisation computationally feasible is that we employ problem-specific variation operators. Furthermore, we use a recently presented caching-technique to speed-up the computation time needed to assess a given wind farm layout. The resulting approach allows the multi-objective optimisation of large real-world scenarios within a single night on a standard computer.
dc.description.statementofresponsibilityRaymond Tran, Junhua Wu, Christopher Denison, Thomas Ackling, Markus Wagner, Frank Neumann
dc.description.urihttp://www.sigevo.org/gecco-2013/
dc.identifier.citationProceedings of the 15th Annual Conference on Genetic and Evolutionary Computation, GECCO'13, 2013: pp.1381-1388
dc.identifier.doi10.1145/2463372.2463541
dc.identifier.isbn9781450319638
dc.identifier.orcidWagner, M. [0000-0002-3124-0061]
dc.identifier.orcidNeumann, F. [0000-0002-2721-3618]
dc.identifier.urihttp://hdl.handle.net/2440/83948
dc.language.isoen
dc.publisherACM
dc.publisher.placeonline
dc.rightsCopyright 2013 ACM
dc.source.urihttps://doi.org/10.1145/2463372.2463541
dc.subjectWind Power
dc.subjectWind Farm Layout
dc.subjectMulti-Objective Optimisation
dc.titleFast and effective multi-objective optimisation of wind turbine placement
dc.typeConference paper
pubs.publication-statusPublished

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