Multi-objective Optimisation of the Benchmark Wind Farm Layout Problem
dc.contributor.author | Manikowski, Pawel Lukasz | |
dc.contributor.author | Walker, David | |
dc.contributor.author | Craven, Matthew | |
dc.contributor.editor | Lewis M | |
dc.contributor.editor | Allmark M | |
dc.contributor.editor | Brown S | |
dc.date.accessioned | 2021-12-04T13:01:41Z | |
dc.date.issued | 2021-12-03 | |
dc.identifier.issn | 2077-1312 | |
dc.identifier.issn | 2077-1312 | |
dc.identifier.other | 1376 | |
dc.identifier.uri | http://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.extent | 1376-1376 | |
dc.language | en | |
dc.language.iso | en | |
dc.publisher | MDPI | |
dc.relation.uri | https://doi.org/10.24382/6jkb-4z32 | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights | Attribution 4.0 International | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.subject | Multi-objective optimisation | |
dc.subject | NSGA-II | |
dc.subject | PESA-II | |
dc.subject | SPEA2 | |
dc.subject | Wake effect | |
dc.subject | Wind farm optimisation problem | |
dc.subject | Wind power | |
dc.title | Multi-objective Optimisation of the Benchmark Wind Farm Layout Problem | |
dc.type | journal-article | |
dc.type | Journal Article | |
plymouth.author-url | https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000738537200001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=11bb513d99f797142bcfeffcc58ea008 | |
plymouth.issue | 12 | |
plymouth.volume | 9 | |
plymouth.publication-status | Published online | |
plymouth.journal | Journal of Marine Science and Engineering | |
dc.identifier.doi | 10.3390/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.dateAccepted | 2021-11-30 | |
dc.rights.embargodate | 2021-12-7 | |
dc.identifier.eissn | 2077-1312 | |
dc.rights.embargoperiod | Not known | |
rioxxterms.funder | Engineering and Physical Sciences Research Council | |
rioxxterms.identifier.project | DTP 2020-2021 University of Plymouth | |
rioxxterms.version | Version of Record | |
rioxxterms.versionofrecord | 10.3390/jmse9121376 | |
rioxxterms.licenseref.uri | http://creativecommons.org/licenses/by/4.0/ | |
rioxxterms.licenseref.startdate | 2021-12-03 | |
rioxxterms.type | Journal Article/Review | |
plymouth.funder | DTP 2020-2021 University of Plymouth::Engineering and Physical Sciences Research Council |