DSP implementation of a PV system with GA-MLP-NN based MPPT controller supplying BLDC motor drive

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dc.contributor.authorAkkaya, R.
dc.contributor.authorKulaksiz, A. A.
dc.contributor.authorAydogdu, O.
dc.date.accessioned2020-03-26T17:17:15Z
dc.date.available2020-03-26T17:17:15Z
dc.date.issued2007
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThis paper presents a brushless dc motor drive for heating, ventilating and air conditioning fans, which is utilized as the load of a photovoltaic system with a maximum power point tracking (MPPT) controller. The MPPT controller is based on a genetic assisted, multi-layer perceptron neural network (GA-MLP-NN) structure and includes a DC-DC boost converter. Genetic assistance in the neural network is used to optimize the size of the hidden layer. Also, for training the network, a genetic assisted, Levenberg-Marquardt (GA-LM) algorithm is utilized. The off line GA-MLP-NN, trained by this hybrid algorithm, is utilized for online estimation of the voltage and current values in the maximum power point. A brushless dc (BLDC) motor drive system that incorporates a motor controller with proportional integral (PI) speed control loop is successfully implemented, to operate the fans. The digital signal processor (DSP) based unit provides rapid achievement of the MPPT and current control of the BLDC motor drive. The performance results of the system are given, and experimental results are presented for a laboratory prototype of 120 W. (c) 2006 Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.enconman.2006.04.022en_US
dc.identifier.endpage218en_US
dc.identifier.issn0196-8904en_US
dc.identifier.issue1en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage210en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.enconman.2006.04.022
dc.identifier.urihttps://hdl.handle.net/20.500.12395/21326
dc.identifier.volume48en_US
dc.identifier.wosWOS:000242103800025en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPERGAMON-ELSEVIER SCIENCE LTDen_US
dc.relation.ispartofENERGY CONVERSION AND MANAGEMENTen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectphotovoltaicsen_US
dc.subjectMPPTen_US
dc.subjectDSPen_US
dc.subjectartificial neural networksen_US
dc.subjectgenetic algorithmsen_US
dc.subjectbrushless dc motorsen_US
dc.titleDSP implementation of a PV system with GA-MLP-NN based MPPT controller supplying BLDC motor driveen_US
dc.typeArticleen_US

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