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dc.contributor.authorManikowski, Pawel Lukasz
dc.contributor.authorWalker, David
dc.contributor.authorCraven, Matthew
dc.contributor.editorLewis M
dc.contributor.editorAllmark M
dc.contributor.editorBrown S
dc.date.accessioned2021-12-04T13:01:41Z
dc.date.issued2021-12-03
dc.identifier.issn2077-1312
dc.identifier.issn2077-1312
dc.identifier.other1376
dc.identifier.urihttp://hdl.handle.net/10026.1/18440
dc.description.abstract

Wind farm layout optimisation has become a very challenging and widespread problem in recent years. In many publications, the main goal is to achieve the maximum power output and minimum wind farm cost. This may be accomplished by applying single or multi-objective optimisation techniques. In this paper, we apply a single objective hill-climbing algorithm (HCA) and three multi-objective evolutionary algorithms (NSGA-II, SPEA2 and PESA-II) to a well-known benchmark optimisation problem proposed by Mosetti et al., which includes three different wind scenarios. We achieved better results by applying single- and multi-objective algorithms. Furthermore, we showed that the best performing multi-objective algorithm was NSGA-II. Finally, an extensive comparison of the results of past publications is made.

dc.format.extent1376-1376
dc.languageen
dc.language.isoen
dc.publisherMDPI
dc.relation.urihttps://doi.org/10.24382/6jkb-4z32
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rightsAttribution 4.0 International
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectMulti-objective optimisation
dc.subjectNSGA-II
dc.subjectPESA-II
dc.subjectSPEA2
dc.subjectWake effect
dc.subjectWind farm optimisation problem
dc.subjectWind power
dc.titleMulti-objective Optimisation of the Benchmark Wind Farm Layout Problem
dc.typejournal-article
dc.typeJournal Article
plymouth.author-urlhttps://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000738537200001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=11bb513d99f797142bcfeffcc58ea008
plymouth.issue12
plymouth.volume9
plymouth.publication-statusPublished online
plymouth.journalJournal of Marine Science and Engineering
dc.identifier.doi10.3390/jmse9121376
plymouth.organisational-group/Plymouth
plymouth.organisational-group/Plymouth/Faculty of Science and Engineering
plymouth.organisational-group/Plymouth/Faculty of Science and Engineering/School of Engineering, Computing and Mathematics
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA/EXTENDED UoA 10 - Mathematical Sciences
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA/UoA10 Mathematical Sciences
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA/UoA11 Computer Science and Informatics
plymouth.organisational-group/Plymouth/Users by role
plymouth.organisational-group/Plymouth/Users by role/Academics
dcterms.dateAccepted2021-11-30
dc.rights.embargodate2021-12-7
dc.identifier.eissn2077-1312
dc.rights.embargoperiodNot known
rioxxterms.funderEngineering and Physical Sciences Research Council
rioxxterms.identifier.projectDTP 2020-2021 University of Plymouth
rioxxterms.versionVersion of Record
rioxxterms.versionofrecord10.3390/jmse9121376
rioxxterms.licenseref.urihttp://creativecommons.org/licenses/by/4.0/
rioxxterms.licenseref.startdate2021-12-03
rioxxterms.typeJournal Article/Review
plymouth.funderDTP 2020-2021 University of Plymouth::Engineering and Physical Sciences Research Council


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