Neural network based harmonic elimination in single-phase inverters

dc.contributor.authorDuranay, Zeynep Bala
dc.date.accessioned2026-08-12T17:20:28Z
dc.date.issued2023
dc.departmentFırat Üniversitesi
dc.description.abstractPurpose This study aims to present the experimental results for neural network (NN) based harmonic elimination technique for single-phase inverters. Design/methodology/approach Switching angles applied to power switches are determined using the NN technique based on the harmonics to be suppressed. Thus, besides controlling the output voltage, NN controller provides elimination of predetermined harmonics from output signal of single-phase inverter. Simulation and experimental results for the elimination of 15 and 20 low-order harmonics are presented. The switching angle values calculated by a NN , fuzzy logic and Newton-Raphson are compared for elimination of first 10 harmonics. Findings This paper provides the harmonic spectra showing that first 15 and 20 harmonics are suppressed from output signal. The NN is proved to give closest results to angle values calculated by Newton-Raphson's numerical solution method. Originality/value The value of this paper is to verify the simulation results with the experimental result for the elimination of 15 and 20 low-order harmonics. Both the simulation and the experimental results demonstrate the success of the NN based selected harmonic elimination.
dc.identifier.doi10.1108/COMPEL-12-2021-0508
dc.identifier.endpage564
dc.identifier.issn0332-1649
dc.identifier.issue2
dc.identifier.orcid0000-0003-2212-5544
dc.identifier.scopus2-s2.0-85136484398
dc.identifier.scopusqualityQ2
dc.identifier.startpage543
dc.identifier.urihttps://doi.org/10.1108/COMPEL-12-2021-0508
dc.identifier.urihttps://hdl.handle.net/11508/53557
dc.identifier.volume42
dc.identifier.wosWOS:000843439800001
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherEmerald Group Publishing Ltd
dc.relation.ispartofCompel-the International Journal for Computation and Mathematics in Electrical and Electronic Engineering
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260511
dc.subjectHarmonic distortion
dc.subjectHarmonic elimination
dc.subjectNeural network
dc.subjectPulse width modulation
dc.subjectSelective harmonic elimination
dc.subjectSingle-phase inverter
dc.subjectControl systems
dc.subjectElectrical machine
dc.subjectElectric converters
dc.subjectPower systems simulation
dc.titleNeural network based harmonic elimination in single-phase inverters
dc.typeArticle

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