An automated system for electrical power symbol placement in electrical plan drawing

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dc.authoridAKGUL, Bayram/0000-0003-0885-4978
dc.authoridKutucu, Hakan/0000-0001-7144-7246
dc.contributor.authorAkgul, Bayram
dc.contributor.authorKutucu, Hakan
dc.date.accessioned2024-09-29T16:01:12Z
dc.date.available2024-09-29T16:01:12Z
dc.date.issued2022
dc.departmentKarabük Üniversitesien_US
dc.description.abstractAn electrical plan drawing-sometimes called a wiring diagram or electrical drawing-consists of lines and symbols. Electrical plan drawings are prepared on 2D architectural floor plans using Computer-Aided Design and/or Drafting (CAD) programs. The placement/drawing of electrical power symbols-such as sockets, lights, and switches-is the first step of an electrical plan drawing. For this purpose, a smart system has been developed in this study to automatically draw/place electrical power symbols in appropriate locations. The system is based on the detection and classification/recognition of furnishing (decorative) symbols in the floor plans. We have created a furnishing symbol dataset drawing on dozens of architectural plan drawings that contain symbols of the most commonly used tools in floor plans, such as furniture, appliances, plumbing, doors, and windows. We used a Deep Convolutional Neural Network (D-CNN) with transfer learning-Inception-v3 model- to classify furnishing symbols. We tested the model on 20 real floor plans and achieved a very satisfactory accuracy of 97.05% in furnishing symbol classification. The symbol drawing step, which is the first step of drawing the electrical plan, was automated using the work developed, thus achieving the aim of saving time and labour. Experimental studies show the effectiveness of the proposed automated system.en_US
dc.identifier.doi10.1080/00051144.2021.2008620
dc.identifier.endpage89en_US
dc.identifier.issn0005-1144
dc.identifier.issn1848-3380
dc.identifier.issue1en_US
dc.identifier.scopus2-s2.0-85120163428en_US
dc.identifier.scopusqualityQ2en_US
dc.identifier.startpage78en_US
dc.identifier.urihttps://doi.org/10.1080/00051144.2021.2008620
dc.identifier.urihttps://hdl.handle.net/20.500.14619/5585
dc.identifier.volume63en_US
dc.identifier.wosWOS:000723424400001en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherTaylor & Francis Ltden_US
dc.relation.ispartofAutomatikaen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectComputer-aided designen_US
dc.subjectelectrical plan drawingen_US
dc.subjectdeep learningen_US
dc.subjecttransfer learningen_US
dc.subjectautomated designen_US
dc.titleAn automated system for electrical power symbol placement in electrical plan drawingen_US
dc.typeArticleen_US

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