Solar Photovoltaic Power Estimation Using Meta-Optimized Neural Networks

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dc.authoridGUMAR, ALI/0000-0001-5716-8240
dc.contributor.authorGumar, Ali Kamil
dc.contributor.authorDemir, Funda
dc.date.accessioned2024-09-29T16:08:06Z
dc.date.available2024-09-29T16:08:06Z
dc.date.issued2022
dc.departmentKarabük Üniversitesien_US
dc.description.abstractSolar photovoltaic technology is spreading extremely rapidly and is becoming an aiding tool in grid networks. The power of solar photovoltaics is not static all the time; it changes due to many variables. This paper presents a full implementation and comparison between three optimization methods-genetic algorithm, particle swarm optimization, and artificial bee colony-to optimize artificial neural network weights for predicting solar power. The built artificial neural network was used to predict photovoltaic power depending on the measured features. The data were collected and stored as structured data (Excel file). The results from using the three methods have shown that the optimization is very effective. The results showed that particle swarm optimization outperformed the genetic algorithm and artificial bee colony.en_US
dc.identifier.doi10.3390/en15228669
dc.identifier.issn1996-1073
dc.identifier.issue22en_US
dc.identifier.scopus2-s2.0-85142617909en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.urihttps://doi.org/10.3390/en15228669
dc.identifier.urihttps://hdl.handle.net/20.500.14619/7356
dc.identifier.volume15en_US
dc.identifier.wosWOS:000887237000001en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherMdpien_US
dc.relation.ispartofEnergiesen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectartificial neural network (ANN)en_US
dc.subjectartificial bee colony (ABC)en_US
dc.subjectgenetic algorithm (GA)en_US
dc.subjectparticle swarm optimization (PSO)en_US
dc.subjectsolar photovoltaic (PV)en_US
dc.titleSolar Photovoltaic Power Estimation Using Meta-Optimized Neural Networksen_US
dc.typeArticleen_US

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