Optimal C-type filter design for wireless power transfer system by using support vector machines

dc.contributor.authorÇalgan, Haris
dc.date.accessioned2024-02-05T15:58:19Z
dc.date.available2024-02-05T15:58:19Z
dc.date.issued2023
dc.departmentFakülteler, Mühendislik Fakültesi, Elektrik-Elektronik Mühendisliği Bölümüen_US
dc.description.abstractThe rapid increase in the number of Electrical Vehicles (EVs) will bring difficulties in the management of charging process and pose serious grid problems at low voltage levels. Particularly, with employment of wireless power transfer (WPT) system in a charging station, harmonic interference will increase. The main reason of that poor power quality lies on high frequency square wave output of transmitter side of WPT. In this study, a support vector machine (SVM) is proposed to design an optimal C-type passive filter in order to mitigate voltage and current total harmonic distortions (THD) of WPT system. Hereby, SVM-based model is constructed which consists of THD indices and power factor (PF) as outputs whereas filter parameters are inputs. The main aim of optimization process is minimization of distortions and correction of PF while searching the filter parameters. Particle swarm optimization (PSO) algorithm is employed to find the optimal filter parameters. To show the efficiency of proposed method, simulation studies are carried out on Matlab®/SimulinkTM environment. It is observed that voltage total harmonic distortion (THDv) and current total harmonic distortion (THDi) are calculated as 1.03%, 2.23%, respectively, and the power factor is improved to 0.995% when the designed C-type filter is utilized.en_US
dc.identifier.doi10.11121/ijocta.2023.1354
dc.identifier.endpage160en_US
dc.identifier.issn2146-0957
dc.identifier.issn2146-5703
dc.identifier.issue2en_US
dc.identifier.scopus2-s2.0-85168375627
dc.identifier.scopusqualityQ2
dc.identifier.startpage151en_US
dc.identifier.trdizinid1192007
dc.identifier.urihttps://doi.org/10.11121/ijocta.2023.1354
dc.identifier.urihttps://search.trdizin.gov.tr/yayin/detay/1192007
dc.identifier.urihttps://hdl.handle.net/20.500.12462/13976
dc.identifier.volume13en_US
dc.identifier.wosWOS:001044899600002
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.indekslendigikaynakTR-Dizin
dc.language.isoenen_US
dc.relation.ispartofAn International Journal of Optimization and Control: Theories & Applications (IJOCTA)en_US
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.rightsAttribution 4.0 International*
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.snmztrdizinidealen_US]
dc.subjectC-type Power Filteren_US
dc.subjectSupport Vector Machineen_US
dc.subjectOptimizationen_US
dc.subjectWireless Power Transferen_US
dc.subjectElectrical Vehicleen_US
dc.titleOptimal C-type filter design for wireless power transfer system by using support vector machinesen_US
dc.typeArticleen_US

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