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

An 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 a...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Bayram Akgul, Hakan Kutucu
Formato:	article
Lenguaje:	EN
Publicado:	Taylor & Francis Group 2022
Materias:	computer-aided design electrical plan drawing deep learning transfer learning automated design Control engineering systems. Automatic machinery (General) TJ212-225 Automation T59.5
Acceso en línea:	https://doaj.org/article/f1e2c29cfa5340df9886d03188eb766e
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:f1e2c29cfa5340df9886d03188eb766e
record_format	dspace
spelling	oai:doaj.org-article:f1e2c29cfa5340df9886d03188eb766e2021-12-01T14:40:58ZAn automated system for electrical power symbol placement in electrical plan drawing0005-11441848-338010.1080/00051144.2021.2008620https://doaj.org/article/f1e2c29cfa5340df9886d03188eb766e2022-01-01T00:00:00Zhttp://dx.doi.org/10.1080/00051144.2021.2008620https://doaj.org/toc/0005-1144https://doaj.org/toc/1848-3380An 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.Bayram AkgulHakan KutucuTaylor & Francis Grouparticlecomputer-aided designelectrical plan drawingdeep learningtransfer learningautomated designControl engineering systems. Automatic machinery (General)TJ212-225AutomationT59.5ENAutomatika, Vol 63, Iss 1, Pp 78-89 (2022)
institution	DOAJ
collection	DOAJ
language	EN
topic	computer-aided design electrical plan drawing deep learning transfer learning automated design Control engineering systems. Automatic machinery (General) TJ212-225 Automation T59.5
spellingShingle	computer-aided design electrical plan drawing deep learning transfer learning automated design Control engineering systems. Automatic machinery (General) TJ212-225 Automation T59.5 Bayram Akgul Hakan Kutucu An automated system for electrical power symbol placement in electrical plan drawing
description	An 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.
format	article
author	Bayram Akgul Hakan Kutucu
author_facet	Bayram Akgul Hakan Kutucu
author_sort	Bayram Akgul
title	An automated system for electrical power symbol placement in electrical plan drawing
title_short	An automated system for electrical power symbol placement in electrical plan drawing
title_full	An automated system for electrical power symbol placement in electrical plan drawing
title_fullStr	An automated system for electrical power symbol placement in electrical plan drawing
title_full_unstemmed	An automated system for electrical power symbol placement in electrical plan drawing
title_sort	automated system for electrical power symbol placement in electrical plan drawing
publisher	Taylor & Francis Group
publishDate	2022
url	https://doaj.org/article/f1e2c29cfa5340df9886d03188eb766e
work_keys_str_mv	AT bayramakgul anautomatedsystemforelectricalpowersymbolplacementinelectricalplandrawing AT hakankutucu anautomatedsystemforelectricalpowersymbolplacementinelectricalplandrawing AT bayramakgul automatedsystemforelectricalpowersymbolplacementinelectricalplandrawing AT hakankutucu automatedsystemforelectricalpowersymbolplacementinelectricalplandrawing
_version_	1718405031487602688

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

Ejemplares similares