The optimization of wind turbine placement using a binary artificial bee colony algorithm with multi-dimensional updates

Basit Öğe Kaydı
dc.contributor.authorHakli, Huseyin
dc.date.accessioned2024-02-23T14:02:52Z
dc.date.available2024-02-23T14:02:52Z
dc.date.issued2023
dc.departmentNEÜen_US
dc.description.abstractOptimal placement of wind turbines on wind farms by considering cost and total power is an important optimization problem. This study uses an artificial bee colony (ABC) algorithm to solve the wind turbine placement problem. The ABC, performing on continuous search space, is adapted to address problems with a binary structure through a proposed simple and effective approach. Because a single-dimensional update for binary form could weaken the ABC algorithm's population diversity and exploration ability, a multi-dimensional update is performed in the proposed method. Multi-dimensional updates are first applied to employed bee and onlooker bee phases of the ABC algorithm separately and together for different dimensions and then analyzed on a 2 kmx2 km wind farm area divided into a 10x10 grid. The wind turbine placement problem is also applied for a 20x20 grid structure that makes more flexible placement by dividing the wind area into more sections. The proposed method has a better or comparable level of performance in both grid structures and is an effective method for wind turbine placement. Moreover, the proposed method is compared with different binary ABC variants to show and validate its performance, and it performs better than these variants by solution quality and robustness.en_US
dc.identifier.doi10.1016/j.epsr.2022.109094
dc.identifier.issn0378-7796
dc.identifier.issn1873-2046
dc.identifier.scopus2-s2.0-85144614215en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.urihttps://doi.org/10.1016/j.epsr.2022.109094
dc.identifier.urihttps://hdl.handle.net/20.500.12452/11866
dc.identifier.volume216en_US
dc.identifier.wosWOS:000916483600001en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherElsevier Science Saen_US
dc.relation.ispartofElectric Power Systems Researchen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectArtificial Bee Colonyen_US
dc.subjectWind Turbine Placement Problemen_US
dc.subjectBinary Optimizationen_US
dc.subjectMulti-Dimensional Updatesen_US
dc.titleThe optimization of wind turbine placement using a binary artificial bee colony algorithm with multi-dimensional updatesen_US
dc.typeArticleen_US

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu