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A Camera-Based Position Correction System for Autonomous Production Line Inspection
Visual inspection is an important task in manufacturing industries in order to evaluate the completeness and quality of manufactured products. An autonomous robot-guided inspection system was recently developed based on an offline programming (OLP) and RGB-D model system. This system allows a non-ex...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8231557/ https://www.ncbi.nlm.nih.gov/pubmed/34199170 http://dx.doi.org/10.3390/s21124071 |
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author | Bedaka, Amit Kumar Lee, Shao-Chun Mahmoud, Alaa M. Cheng, Yong-Sheng Lin, Chyi-Yeu |
author_facet | Bedaka, Amit Kumar Lee, Shao-Chun Mahmoud, Alaa M. Cheng, Yong-Sheng Lin, Chyi-Yeu |
author_sort | Bedaka, Amit Kumar |
collection | PubMed |
description | Visual inspection is an important task in manufacturing industries in order to evaluate the completeness and quality of manufactured products. An autonomous robot-guided inspection system was recently developed based on an offline programming (OLP) and RGB-D model system. This system allows a non-expert automatic optical inspection (AOI) engineer to easily perform inspections using scanned data. However, if there is a positioning error due to displacement or rotation of the object, this system cannot be used on a production line. In this study, we developed an automated position correction module to locate an object’s position and correct the robot’s pose and position based on the detected error values in terms of displacement or rotation. The proposed module comprised an automatic hand–eye calibration and the PnP algorithm. The automatic hand–eye calibration was performed using a calibration board to reduce manual error. After calibration, the PnP algorithm calculates the object position error using artificial marker images and compensates for the error to a new object on the production line. The position correction module then automatically maps the defined AOI target positions onto a new object, unless the target position changes. We performed experiments that showed that the robot-guided inspection system with the position correction module effectively performed the desired task. This smart innovative system provides a novel advancement by automating the AOI process on a production line to increase productivity. |
format | Online Article Text |
id | pubmed-8231557 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82315572021-06-26 A Camera-Based Position Correction System for Autonomous Production Line Inspection Bedaka, Amit Kumar Lee, Shao-Chun Mahmoud, Alaa M. Cheng, Yong-Sheng Lin, Chyi-Yeu Sensors (Basel) Article Visual inspection is an important task in manufacturing industries in order to evaluate the completeness and quality of manufactured products. An autonomous robot-guided inspection system was recently developed based on an offline programming (OLP) and RGB-D model system. This system allows a non-expert automatic optical inspection (AOI) engineer to easily perform inspections using scanned data. However, if there is a positioning error due to displacement or rotation of the object, this system cannot be used on a production line. In this study, we developed an automated position correction module to locate an object’s position and correct the robot’s pose and position based on the detected error values in terms of displacement or rotation. The proposed module comprised an automatic hand–eye calibration and the PnP algorithm. The automatic hand–eye calibration was performed using a calibration board to reduce manual error. After calibration, the PnP algorithm calculates the object position error using artificial marker images and compensates for the error to a new object on the production line. The position correction module then automatically maps the defined AOI target positions onto a new object, unless the target position changes. We performed experiments that showed that the robot-guided inspection system with the position correction module effectively performed the desired task. This smart innovative system provides a novel advancement by automating the AOI process on a production line to increase productivity. MDPI 2021-06-13 /pmc/articles/PMC8231557/ /pubmed/34199170 http://dx.doi.org/10.3390/s21124071 Text en © 2021 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 Bedaka, Amit Kumar Lee, Shao-Chun Mahmoud, Alaa M. Cheng, Yong-Sheng Lin, Chyi-Yeu A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title | A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title_full | A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title_fullStr | A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title_full_unstemmed | A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title_short | A Camera-Based Position Correction System for Autonomous Production Line Inspection |
title_sort | camera-based position correction system for autonomous production line inspection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8231557/ https://www.ncbi.nlm.nih.gov/pubmed/34199170 http://dx.doi.org/10.3390/s21124071 |
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