Classification of Hand-Drawn Circuit Components by Considering the Analysis of Current Methods

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dc.authorscopusid57218580046
dc.authorscopusid9943587100
dc.contributor.authorGunay M.
dc.contributor.authorKoseoglu M.
dc.date.accessioned2024-08-04T20:04:00Z
dc.date.available2024-08-04T20:04:00Z
dc.date.issued2020
dc.departmentİnönü Üniversitesien_US
dc.description4th International Symposium on Multidisciplinary Studies and Innovative Technologies, ISMSIT 2020 -- 22 October 2020 through 24 October 2020 -- 165025en_US
dc.description.abstractIn this paper, at first, existing classification methods for classifying hand drawn circuits and circuit components are briefly introduced by examining advantages and disadvantages of each classification method. The handled methods are Support Vector Machine method (SVM), nearest neighbor method (KNN) and convolutional neural network method (CNN). Then, in the experimental part of the study, four different hand-drawn circuit components, which are diode, capacitor, resistor and ac voltage source, have been tried to be classified by using CNN method which is a highly recommended classification method in literature. The classification tables and graphics have been presented for the performed study. According to the obtained results and accuracy rate, it is concluded that CNN method can be used reliably to achieve high performance in the classification of hand-drawn circuit components. © 2020 IEEE.en_US
dc.identifier.doi10.1109/ISMSIT50672.2020.9255047
dc.identifier.isbn9781728190907
dc.identifier.scopus2-s2.0-85097678895en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/ISMSIT50672.2020.9255047
dc.identifier.urihttps://hdl.handle.net/11616/92258
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof4th International Symposium on Multidisciplinary Studies and Innovative Technologies, ISMSIT 2020 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectcircuit componenten_US
dc.subjectclassificationen_US
dc.subjectCNNen_US
dc.subjectKNNen_US
dc.subjectSVMen_US
dc.titleClassification of Hand-Drawn Circuit Components by Considering the Analysis of Current Methodsen_US
dc.typeConference Objecten_US

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