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A High Precision Quality Inspection System for Steel Bars Based on Machine Vision
Steel bars play an important role in modern construction projects and their quality enormously affects the safety of buildings. It is urgent to detect whether steel bars meet the specifications or not. However, the existing manual detection methods are costly, slow and offer poor precision. In order...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6112040/ https://www.ncbi.nlm.nih.gov/pubmed/30127275 http://dx.doi.org/10.3390/s18082732 |
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author | Zhang, Xinman Zhang, Jiayu Ma, Mei Chen, Zhiqi Yue, Shuangling He, Tingting Xu, Xuebin |
author_facet | Zhang, Xinman Zhang, Jiayu Ma, Mei Chen, Zhiqi Yue, Shuangling He, Tingting Xu, Xuebin |
author_sort | Zhang, Xinman |
collection | PubMed |
description | Steel bars play an important role in modern construction projects and their quality enormously affects the safety of buildings. It is urgent to detect whether steel bars meet the specifications or not. However, the existing manual detection methods are costly, slow and offer poor precision. In order to solve these problems, a high precision quality inspection system for steel bars based on machine vision is developed. We propose two algorithms: the sub-pixel boundary location method (SPBLM) and fast stitch method (FSM). A total of five sensors, including a CMOS, a level sensor, a proximity switch, a voltage sensor, and a current sensor have been used to detect the device conditions and capture image or video. The device could capture abundant and high-definition images and video taken by a uniform and stable smartphone at the construction site. Then data could be processed in real-time on a smartphone. Furthermore, the detection results, including steel bar diameter, spacing, and quantity would be given by a practical APP. The system has a rather high accuracy (as low as 0.04 mm (absolute error) and 0.002% (relative error) of calculating diameter and spacing; zero error in counting numbers of steel bars) when doing inspection tasks, and three parameters can be detected at the same time. None of these features are available in existing systems and the device and method can be widely used to steel bar quality inspection at the construction site. |
format | Online Article Text |
id | pubmed-6112040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-61120402018-08-30 A High Precision Quality Inspection System for Steel Bars Based on Machine Vision Zhang, Xinman Zhang, Jiayu Ma, Mei Chen, Zhiqi Yue, Shuangling He, Tingting Xu, Xuebin Sensors (Basel) Article Steel bars play an important role in modern construction projects and their quality enormously affects the safety of buildings. It is urgent to detect whether steel bars meet the specifications or not. However, the existing manual detection methods are costly, slow and offer poor precision. In order to solve these problems, a high precision quality inspection system for steel bars based on machine vision is developed. We propose two algorithms: the sub-pixel boundary location method (SPBLM) and fast stitch method (FSM). A total of five sensors, including a CMOS, a level sensor, a proximity switch, a voltage sensor, and a current sensor have been used to detect the device conditions and capture image or video. The device could capture abundant and high-definition images and video taken by a uniform and stable smartphone at the construction site. Then data could be processed in real-time on a smartphone. Furthermore, the detection results, including steel bar diameter, spacing, and quantity would be given by a practical APP. The system has a rather high accuracy (as low as 0.04 mm (absolute error) and 0.002% (relative error) of calculating diameter and spacing; zero error in counting numbers of steel bars) when doing inspection tasks, and three parameters can be detected at the same time. None of these features are available in existing systems and the device and method can be widely used to steel bar quality inspection at the construction site. MDPI 2018-08-20 /pmc/articles/PMC6112040/ /pubmed/30127275 http://dx.doi.org/10.3390/s18082732 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Xinman Zhang, Jiayu Ma, Mei Chen, Zhiqi Yue, Shuangling He, Tingting Xu, Xuebin A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title | A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title_full | A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title_fullStr | A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title_full_unstemmed | A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title_short | A High Precision Quality Inspection System for Steel Bars Based on Machine Vision |
title_sort | high precision quality inspection system for steel bars based on machine vision |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6112040/ https://www.ncbi.nlm.nih.gov/pubmed/30127275 http://dx.doi.org/10.3390/s18082732 |
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