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Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study

In the context of Industry 4.0, manufacturing metrology is crucial for inspecting and measuring machines. The Internet of Things (IoT) technology enables seamless communication between advanced industrial devices through local and cloud computing servers. This study investigates the use of the MQTT...

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Detalles Bibliográficos
Autores principales: Saif, Yazid, Yusof, Yusri, Rus, Anika Zafiah M., Ghaleb, Atef M., Mejjaouli, Sobhi, Al-Alimi, Sami, Didane, Djamal Hissein, Latif, Kamran, Abdul Kadir, Aini Zuhra, Alshalabi, Hamood, Sadeq, Safwan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575513/
https://www.ncbi.nlm.nih.gov/pubmed/37831665
http://dx.doi.org/10.1371/journal.pone.0292814
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author Saif, Yazid
Yusof, Yusri
Rus, Anika Zafiah M.
Ghaleb, Atef M.
Mejjaouli, Sobhi
Al-Alimi, Sami
Didane, Djamal Hissein
Latif, Kamran
Abdul Kadir, Aini Zuhra
Alshalabi, Hamood
Sadeq, Safwan
author_facet Saif, Yazid
Yusof, Yusri
Rus, Anika Zafiah M.
Ghaleb, Atef M.
Mejjaouli, Sobhi
Al-Alimi, Sami
Didane, Djamal Hissein
Latif, Kamran
Abdul Kadir, Aini Zuhra
Alshalabi, Hamood
Sadeq, Safwan
author_sort Saif, Yazid
collection PubMed
description In the context of Industry 4.0, manufacturing metrology is crucial for inspecting and measuring machines. The Internet of Things (IoT) technology enables seamless communication between advanced industrial devices through local and cloud computing servers. This study investigates the use of the MQTT protocol to enhance the performance of circularity measurement data transmission between cloud servers and round-hole data sources through Open CV. Accurate inspection of circular characteristics, particularly roundness errors, is vital for lubricant distribution, assemblies, and rotational force innovation. Circularity measurement techniques employ algorithms like the minimal zone circle tolerance algorithm. Vision inspection systems, utilizing image processing techniques, can promptly and accurately detect quality concerns by analyzing the model’s surface through circular dimension analysis. This involves sending the model’s image to a computer, which employs techniques such as Hough Transform, Edge Detection, and Contour Analysis to identify circular features and extract relevant parameters. This method is utilized in the camera industry and component assembly. To assess the performance, a comparative experiment was conducted between the non-contact-based 3SMVI system and the contact-based CMM system widely used in various industries for roundness evaluation. The CMM technique is known for its high precision but is time-consuming. Experimental results indicated a variation of 5 to 9.6 micrometers between the two methods. It is suggested that using a high-resolution camera and appropriate lighting conditions can further enhance result precision.
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spelling pubmed-105755132023-10-14 Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study Saif, Yazid Yusof, Yusri Rus, Anika Zafiah M. Ghaleb, Atef M. Mejjaouli, Sobhi Al-Alimi, Sami Didane, Djamal Hissein Latif, Kamran Abdul Kadir, Aini Zuhra Alshalabi, Hamood Sadeq, Safwan PLoS One Research Article In the context of Industry 4.0, manufacturing metrology is crucial for inspecting and measuring machines. The Internet of Things (IoT) technology enables seamless communication between advanced industrial devices through local and cloud computing servers. This study investigates the use of the MQTT protocol to enhance the performance of circularity measurement data transmission between cloud servers and round-hole data sources through Open CV. Accurate inspection of circular characteristics, particularly roundness errors, is vital for lubricant distribution, assemblies, and rotational force innovation. Circularity measurement techniques employ algorithms like the minimal zone circle tolerance algorithm. Vision inspection systems, utilizing image processing techniques, can promptly and accurately detect quality concerns by analyzing the model’s surface through circular dimension analysis. This involves sending the model’s image to a computer, which employs techniques such as Hough Transform, Edge Detection, and Contour Analysis to identify circular features and extract relevant parameters. This method is utilized in the camera industry and component assembly. To assess the performance, a comparative experiment was conducted between the non-contact-based 3SMVI system and the contact-based CMM system widely used in various industries for roundness evaluation. The CMM technique is known for its high precision but is time-consuming. Experimental results indicated a variation of 5 to 9.6 micrometers between the two methods. It is suggested that using a high-resolution camera and appropriate lighting conditions can further enhance result precision. Public Library of Science 2023-10-13 /pmc/articles/PMC10575513/ /pubmed/37831665 http://dx.doi.org/10.1371/journal.pone.0292814 Text en © 2023 Saif et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Saif, Yazid
Yusof, Yusri
Rus, Anika Zafiah M.
Ghaleb, Atef M.
Mejjaouli, Sobhi
Al-Alimi, Sami
Didane, Djamal Hissein
Latif, Kamran
Abdul Kadir, Aini Zuhra
Alshalabi, Hamood
Sadeq, Safwan
Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title_full Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title_fullStr Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title_full_unstemmed Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title_short Implementing circularity measurements in industry 4.0-based manufacturing metrology using MQTT protocol and Open CV: A case study
title_sort implementing circularity measurements in industry 4.0-based manufacturing metrology using mqtt protocol and open cv: a case study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575513/
https://www.ncbi.nlm.nih.gov/pubmed/37831665
http://dx.doi.org/10.1371/journal.pone.0292814
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