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Nut Geometry Inspection Using Improved Hough Line and Circle Methods

Nuts are the cornerstone of human industrial construction, especially A-grade nuts that can only be used in power plants, precision instruments, aircraft, and rockets. However, the traditional nuts inspection method is to manually operate the measuring instrument for conducting an inspection, so the...

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Autores principales: Lin, En-Yu, Tu, Ching-Ting, Lien, Jenn-Jier James
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10143106/
https://www.ncbi.nlm.nih.gov/pubmed/37112304
http://dx.doi.org/10.3390/s23083961
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author Lin, En-Yu
Tu, Ching-Ting
Lien, Jenn-Jier James
author_facet Lin, En-Yu
Tu, Ching-Ting
Lien, Jenn-Jier James
author_sort Lin, En-Yu
collection PubMed
description Nuts are the cornerstone of human industrial construction, especially A-grade nuts that can only be used in power plants, precision instruments, aircraft, and rockets. However, the traditional nuts inspection method is to manually operate the measuring instrument for conducting an inspection, so the quality of the A-grade nut cannot be guaranteed. In this work, a machine vision-based inspection system was proposed, which performs a real-time geometric inspection of the nuts before and after tapping on the production line. In order to automatically screen out A-Grade nuts on the production line, there are 7 inspections within this proposed nut inspection system. The measurements of parallel, opposite side length, straightness, radius, roundness, concentricity, and eccentricity were proposed. To shorten the overall detection time regarding nut production, the program needed to be accurate and uncomplicated. By modifying the Hough line and Hough circle, the algorithm became faster and more suitable for nut detection. The optimized Hough line and Hough circle can be used for all measures in the testing process.
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spelling pubmed-101431062023-04-29 Nut Geometry Inspection Using Improved Hough Line and Circle Methods Lin, En-Yu Tu, Ching-Ting Lien, Jenn-Jier James Sensors (Basel) Article Nuts are the cornerstone of human industrial construction, especially A-grade nuts that can only be used in power plants, precision instruments, aircraft, and rockets. However, the traditional nuts inspection method is to manually operate the measuring instrument for conducting an inspection, so the quality of the A-grade nut cannot be guaranteed. In this work, a machine vision-based inspection system was proposed, which performs a real-time geometric inspection of the nuts before and after tapping on the production line. In order to automatically screen out A-Grade nuts on the production line, there are 7 inspections within this proposed nut inspection system. The measurements of parallel, opposite side length, straightness, radius, roundness, concentricity, and eccentricity were proposed. To shorten the overall detection time regarding nut production, the program needed to be accurate and uncomplicated. By modifying the Hough line and Hough circle, the algorithm became faster and more suitable for nut detection. The optimized Hough line and Hough circle can be used for all measures in the testing process. MDPI 2023-04-13 /pmc/articles/PMC10143106/ /pubmed/37112304 http://dx.doi.org/10.3390/s23083961 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lin, En-Yu
Tu, Ching-Ting
Lien, Jenn-Jier James
Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title_full Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title_fullStr Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title_full_unstemmed Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title_short Nut Geometry Inspection Using Improved Hough Line and Circle Methods
title_sort nut geometry inspection using improved hough line and circle methods
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10143106/
https://www.ncbi.nlm.nih.gov/pubmed/37112304
http://dx.doi.org/10.3390/s23083961
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