Cargando…

Automatic Optical Inspection System for Wire Color Sequence Detection

Given the huge demand for wire in today’s society, the quality of the wire is especially required. To control the quality of the produced wire, the industry has a great desire for automated optical inspection technology. This technology is a high-speed and highly accurate optical image inspection sy...

Descripción completa

Detalles Bibliográficos
Autores principales: Tsai, Tsung-Han, Cheng, Chun-Sheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9371423/
https://www.ncbi.nlm.nih.gov/pubmed/35957441
http://dx.doi.org/10.3390/s22155885
_version_ 1784767137300086784
author Tsai, Tsung-Han
Cheng, Chun-Sheng
author_facet Tsai, Tsung-Han
Cheng, Chun-Sheng
author_sort Tsai, Tsung-Han
collection PubMed
description Given the huge demand for wire in today’s society, the quality of the wire is especially required. To control the quality of the produced wire, the industry has a great desire for automated optical inspection technology. This technology is a high-speed and highly accurate optical image inspection system that uses mechanical sensing equipment to replace the human eye as the inspection method and simulates manual operation by means of a robotic arm. In this paper, a high-performance algorithm for the automated optical inspection of wire color sequence is proposed. This paper focuses on the design of a high-speed wire color sequence detection that can automatically adapt to different kinds of wires and recognition situations, such as a single wire with only one color, and one or two wires covered with aluminum foil. To be further able to successfully inspect even if the wire is short in the screen and the two wires are close to each other, we calculate the horizontal gradient of the wires by edge detection and morphological calculation and identify the types and color sequences of the wires in the screen by a series of discriminative mechanisms. Experimental results show that this method can achieve good accuracy while maintaining a good computation speed.
format Online
Article
Text
id pubmed-9371423
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-93714232022-08-12 Automatic Optical Inspection System for Wire Color Sequence Detection Tsai, Tsung-Han Cheng, Chun-Sheng Sensors (Basel) Article Given the huge demand for wire in today’s society, the quality of the wire is especially required. To control the quality of the produced wire, the industry has a great desire for automated optical inspection technology. This technology is a high-speed and highly accurate optical image inspection system that uses mechanical sensing equipment to replace the human eye as the inspection method and simulates manual operation by means of a robotic arm. In this paper, a high-performance algorithm for the automated optical inspection of wire color sequence is proposed. This paper focuses on the design of a high-speed wire color sequence detection that can automatically adapt to different kinds of wires and recognition situations, such as a single wire with only one color, and one or two wires covered with aluminum foil. To be further able to successfully inspect even if the wire is short in the screen and the two wires are close to each other, we calculate the horizontal gradient of the wires by edge detection and morphological calculation and identify the types and color sequences of the wires in the screen by a series of discriminative mechanisms. Experimental results show that this method can achieve good accuracy while maintaining a good computation speed. MDPI 2022-08-06 /pmc/articles/PMC9371423/ /pubmed/35957441 http://dx.doi.org/10.3390/s22155885 Text en © 2022 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
Tsai, Tsung-Han
Cheng, Chun-Sheng
Automatic Optical Inspection System for Wire Color Sequence Detection
title Automatic Optical Inspection System for Wire Color Sequence Detection
title_full Automatic Optical Inspection System for Wire Color Sequence Detection
title_fullStr Automatic Optical Inspection System for Wire Color Sequence Detection
title_full_unstemmed Automatic Optical Inspection System for Wire Color Sequence Detection
title_short Automatic Optical Inspection System for Wire Color Sequence Detection
title_sort automatic optical inspection system for wire color sequence detection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9371423/
https://www.ncbi.nlm.nih.gov/pubmed/35957441
http://dx.doi.org/10.3390/s22155885
work_keys_str_mv AT tsaitsunghan automaticopticalinspectionsystemforwirecolorsequencedetection
AT chengchunsheng automaticopticalinspectionsystemforwirecolorsequencedetection