Cargando…

Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †

Magnetic rings are the most widely used magnetic material product in industry. The existing manual defect detection method for magnetic rings has high cost, low efficiency and low precision. To address this issue, a magnetic ring multi-defect stereo detection system based on multi-camera vision tech...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Xinman, Gong, Weiyong, Xu, Xuebin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014282/
https://www.ncbi.nlm.nih.gov/pubmed/32284514
http://dx.doi.org/10.3390/s20020392
_version_ 1783496594154323968
author Zhang, Xinman
Gong, Weiyong
Xu, Xuebin
author_facet Zhang, Xinman
Gong, Weiyong
Xu, Xuebin
author_sort Zhang, Xinman
collection PubMed
description Magnetic rings are the most widely used magnetic material product in industry. The existing manual defect detection method for magnetic rings has high cost, low efficiency and low precision. To address this issue, a magnetic ring multi-defect stereo detection system based on multi-camera vision technology is developed to complete the automatic inspection of magnetic rings. The system can detect surface defects and measure ring height simultaneously. Two image processing algorithms are proposed, namely, the image edge removal algorithm (IERA) and magnetic ring location algorithm (MRLA), separately. On the basis of these two algorithms, connected domain filtering methods for crack, fiber and large-area defects are established to complete defect inspection. This system achieves a recognition rate of 100% for defects such as crack, adhesion, hanger adhesion and pitting. Furthermore, the recognition rate for fiber and foreign matter defects attains 92.5% and 91.5%, respectively. The detection speed exceeds 120 magnetic rings per minutes, and the precision is within 0.05 mm. Both precision and speed meet the requirements of real-time quality inspection in actual production.
format Online
Article
Text
id pubmed-7014282
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-70142822020-03-09 Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology † Zhang, Xinman Gong, Weiyong Xu, Xuebin Sensors (Basel) Article Magnetic rings are the most widely used magnetic material product in industry. The existing manual defect detection method for magnetic rings has high cost, low efficiency and low precision. To address this issue, a magnetic ring multi-defect stereo detection system based on multi-camera vision technology is developed to complete the automatic inspection of magnetic rings. The system can detect surface defects and measure ring height simultaneously. Two image processing algorithms are proposed, namely, the image edge removal algorithm (IERA) and magnetic ring location algorithm (MRLA), separately. On the basis of these two algorithms, connected domain filtering methods for crack, fiber and large-area defects are established to complete defect inspection. This system achieves a recognition rate of 100% for defects such as crack, adhesion, hanger adhesion and pitting. Furthermore, the recognition rate for fiber and foreign matter defects attains 92.5% and 91.5%, respectively. The detection speed exceeds 120 magnetic rings per minutes, and the precision is within 0.05 mm. Both precision and speed meet the requirements of real-time quality inspection in actual production. MDPI 2020-01-10 /pmc/articles/PMC7014282/ /pubmed/32284514 http://dx.doi.org/10.3390/s20020392 Text en © 2020 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
Gong, Weiyong
Xu, Xuebin
Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title_full Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title_fullStr Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title_full_unstemmed Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title_short Magnetic Ring Multi-Defect Stereo Detection System Based on Multi-Camera Vision Technology †
title_sort magnetic ring multi-defect stereo detection system based on multi-camera vision technology †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014282/
https://www.ncbi.nlm.nih.gov/pubmed/32284514
http://dx.doi.org/10.3390/s20020392
work_keys_str_mv AT zhangxinman magneticringmultidefectstereodetectionsystembasedonmulticameravisiontechnology
AT gongweiyong magneticringmultidefectstereodetectionsystembasedonmulticameravisiontechnology
AT xuxuebin magneticringmultidefectstereodetectionsystembasedonmulticameravisiontechnology