AN APPLICATION OF ARTIFICIAL NEURAL NETWORK TO COMPUTE THE RESONANT FREQUENCY OF E-SHAPED COMPACT MICROSTRIP ANTENNAS

dc.contributor.authorAkdağlı, Ali
dc.contributor.authorToktaş, Abdurrahim
dc.contributor.authorKayabaşı Ahmet
dc.contributor.authorDeveli, İbrahim
dc.date.accessioned2020-03-26T18:41:05Z
dc.date.available2020-03-26T18:41:05Z
dc.date.issued2013
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractAn application of artificial neural network (ANN) based on multilayer perceptrons (MLP) to compute the resonant frequency of E-shaped compact microstrip antennas (ECMAs) is presented in this paper. The resonant frequencies of 144 ECMAs with different dimensions and electrical parameters were firstly determined by using IE3D((tm)) software based on the method of moments (MoM), then the ANN model for computing the resonant frequency was built by considering the simulation data. The parameters and respective resonant frequency values of 130 simulated ECMAs were employed for training and the remaining 14 ECMAs were used for testing the model. The computed resonant frequencies for training and testing by ANN were obtained with the average percentage errors (APE) of 0.257% and 0.523%, respectively. The validity and accuracy of the present approach was verified on the measurement results of an ECMA fabricated in this study. Furthermore, the effects of the slots loading method over the resonant frequency were investigated to explain the relationship between the slots and resonant frequency.en_US
dc.identifier.doi10.2478/jee-2013-0046en_US
dc.identifier.endpage322en_US
dc.identifier.issn1335-3632en_US
dc.identifier.issue5en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage317en_US
dc.identifier.urihttps://dx.doi.org/10.2478/jee-2013-0046
dc.identifier.urihttps://hdl.handle.net/20.500.12395/29207
dc.identifier.volume64en_US
dc.identifier.wosWOS:000326056100008en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSLOVAK UNIV TECHNOLOGYen_US
dc.relation.ispartofJOURNAL OF ELECTRICAL ENGINEERING-ELEKTROTECHNICKY CASOPISen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectcompact microstrip antennaen_US
dc.subjectE-shaped antennaen_US
dc.subjectresonant frequencyen_US
dc.subjectartificial neural network (ANN)en_US
dc.titleAN APPLICATION OF ARTIFICIAL NEURAL NETWORK TO COMPUTE THE RESONANT FREQUENCY OF E-SHAPED COMPACT MICROSTRIP ANTENNASen_US
dc.typeArticleen_US

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