ANFIS-based estimation of PV module equivalent parameters: application to a stand-alone PV system with MPPT controller

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dc.contributor.authorKulaksiz, Ahmet Afsin
dc.date.accessioned2020-03-26T18:41:07Z
dc.date.available2020-03-26T18:41:07Z
dc.date.issued2013
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThe performance and system cost of photovoltaic (PV) systems can be improved by employing high-efficiency power conditioners with maximum power point tracking (MPPT) methods. Fast implementation and accurate operation of MPPT controllers can be realized by modeling the characteristics of PV modules, obtaining equivalent parameters. In this study, adaptive neuro-fuzzy inference systems (ANFISs) have been used to obtain 3 of the parameters in a single-diode model of PV cells, namely series resistance, shunt resistance, and diode ideality factor. The input parameters of ANFISs are a material-type of PV modules, short circuit current, open circuit voltage, and unit area under the I-V curve of the PV module. The advantage of the proposed method is that the equivalent parameters can be obtained for a wide range of PV modules of different types (monocrystalline, multicrystalline, and thin-film) using easily obtainable electrical parameters. To demonstrate the accuracy of the proposed model, MPPT control is implemented in a PV system with a battery charge application for 3 different types of PV modules. The obtained results suggest that the ANFIS model appears to be a useful tool for estimating the equivalent parameters of PV modules.en_US
dc.description.sponsorshipSelcuk UniversitySelcuk Universityen_US
dc.description.sponsorshipThe author would like to express gratitude to the Selcuk University Scientific Research Support Fund (B.A.P.) for their financial support.en_US
dc.identifier.doi10.3906/elk-1201-41en_US
dc.identifier.endpage2140en_US
dc.identifier.issn1300-0632en_US
dc.identifier.issn1303-6203en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage2127en_US
dc.identifier.urihttps://dx.doi.org/10.3906/elk-1201-41
dc.identifier.urihttps://hdl.handle.net/20.500.12395/29223
dc.identifier.volume21en_US
dc.identifier.wosWOS:000326514200001en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherTUBITAK SCIENTIFIC & TECHNICAL RESEARCH COUNCIL TURKEYen_US
dc.relation.ispartofTURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCESen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectANFISen_US
dc.subjectsingle diode modelen_US
dc.subjectequivalent circuit parameteren_US
dc.subjectmaximum power point trackingen_US
dc.subjectPV systemen_US
dc.titleANFIS-based estimation of PV module equivalent parameters: application to a stand-alone PV system with MPPT controlleren_US
dc.typeArticleen_US

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