Metaheuristic optimized semi-active structural control approaches for a floating offshore wind turbine

dc.contributor.authorRamírez, Alejandro
dc.contributor.authorTomás-Rodríguez, María
dc.contributor.authorSierra-García, Jesús Enrique
dc.contributor.authorSantos Peñas, Matilde
dc.date.accessioned2025-01-08T13:49:03Z
dc.date.available2025-01-08T13:49:03Z
dc.date.issued2024-12-05
dc.description.abstractAmong all the existing possibilities within the renewable energies field, wind energy stands out due to the significant expansion of offshore turbines installed in coastal and deep-sea areas. Although the latter represent considerable energy generation potential due to their larger size and location in areas of strong winds, they are exposed to harsh environmental disturbances, particularly waves, causing these structures to experience vibrations, increasing in this way fatigue, reducing efficiency, and leading to higher maintenance and operational costs. In this work, vibration reduction is achieved using two structural control systems for a 5 MW barge-type floating offshore wind turbine (FOWT), tuned via a metaheuristic method, with genetic algorithms (GAs). Firstly, the standard deviation of the Top Tower Displacement (TTD) is used as a cost function in the GA to optimize a passive Tuned Mass Damper (TMD), resulting in a vibration suppression rate of 34.9% compared to a reference standard TMD. Additionally, two semi-active structural control systems based on a gain scheduling approach are proposed. In one of the approaches, the TMD parameters are optimized based on the amplitude of oscillations, achieving a suppression rate of 45.4%. In the second approach, the TMD parameters are optimized in real time for the identified wave frequencies, demonstrating superior performance for medium-high frequencies compared to the other TMDs.
dc.description.departmentDepto. de Arquitectura de Computadores y Automática
dc.description.facultyInstituto de Tecnología del Conocimiento (ITC)
dc.description.refereedTRUE
dc.description.statuspub
dc.identifier.citationRamírez, A., Tomás-Rodríguez, M., Sierra-García, J. E., & Santos, M. (2024). Metaheuristic Optimized Semi-Active Structural Control Approaches for a Floating Offshore Wind Turbine. Applied Sciences, 14(23), 11368.
dc.identifier.doi10.3390/app142311368
dc.identifier.officialurlhttps://www.mdpi.com/2076-3417/14/23/11368
dc.identifier.urihttps://hdl.handle.net/20.500.14352/113279
dc.issue.number23
dc.journal.titleApplied Sciences
dc.language.isoeng
dc.page.initial11368
dc.publisherMdpi
dc.relation.projectIDPID2021-123543OB-C21
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 Internationalen
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subject.keywordFloating offshore wind turbine
dc.subject.keywordSemi-active structural control
dc.subject.keywordTuned mass damper (TMD)
dc.subject.keywordMeta-heuristic optimization
dc.subject.keywordGenetic algorithms (GA)
dc.subject.ucmInteligencia artificial (Informática)
dc.subject.unesco1203.04 Inteligencia Artificial
dc.titleMetaheuristic optimized semi-active structural control approaches for a floating offshore wind turbine
dc.typejournal article
dc.volume.number14
dspace.entity.typePublication
relation.isAuthorOfPublication99cac82a-8d31-45a5-bb8d-8248a4d6fe7f
relation.isAuthorOfPublication.latestForDiscovery99cac82a-8d31-45a5-bb8d-8248a4d6fe7f

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