Groove depth measurement based on laser extraction and vision system

Laser is a very useful technology in the field of welding to obtain the deepest point of the metal being joined by providing a light source at the weld seam. However, laser imaging may be challenging because there are various laser reflection profiles on the workpiece that make it difficult to extra...

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Main Authors: Mohd Shah, Hairol Nizam, Johan, Nurul Fatiha, Sulaiman, Marizan, Mohammed Naji, Osamah Abdullah Ahmed, Arshad, Mohd Ali
Format: Article
Language:English
Published: Springer Science and Business Media Deutschland GmbH 2024
Online Access:http://eprints.utem.edu.my/id/eprint/28341/2/01275241220241314131449.pdf
http://eprints.utem.edu.my/id/eprint/28341/
https://link.springer.com/article/10.1007/s00170-023-12914-9#:~:text=The%20vision%20sensors%20cooperate%20with,height%20of%20the%20groove%20joint.
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spelling my.utem.eprints.283412025-02-11T09:06:50Z http://eprints.utem.edu.my/id/eprint/28341/ Groove depth measurement based on laser extraction and vision system Mohd Shah, Hairol Nizam Johan, Nurul Fatiha Sulaiman, Marizan Mohammed Naji, Osamah Abdullah Ahmed Arshad, Mohd Ali Laser is a very useful technology in the field of welding to obtain the deepest point of the metal being joined by providing a light source at the weld seam. However, laser imaging may be challenging because there are various laser reflection profiles on the workpiece that make it difficult to extract the desired laser image. In this paper, an extension study on feature point extraction was proposed to determine the depth of the V-groove. By taking use of laser image which has intensity noise around the edges, a noise rejection technique is applied to improve the quality of laser image. A data fitting method for the purpose of extracting feature points based on the reference row has been proposed because it is suitable for use after the laser centerline search. Then, the feature points are obtained by assigning the orientation position based on the “V” shape. Afterward, the extension study from feature point extraction looks on how to determine the V-groove depth by using the intersection and distance measurement method. To validate the accuracy of the proposed method, several samples of straight line and half-moon line types were tested. The performance of the system was evaluated against the actual value. It was observed that the proposed method is acceptable when subjected to laser reflection and lighting variations. The proposed method matches accurately when the respective line types showed an error percentage within 2 to 6%. This study is an extension step from feature point extraction, which can provide further analysis for weld seam tracking applications. Springer Science and Business Media Deutschland GmbH 2024 Article PeerReviewed text en cc_by_4 http://eprints.utem.edu.my/id/eprint/28341/2/01275241220241314131449.pdf Mohd Shah, Hairol Nizam and Johan, Nurul Fatiha and Sulaiman, Marizan and Mohammed Naji, Osamah Abdullah Ahmed and Arshad, Mohd Ali (2024) Groove depth measurement based on laser extraction and vision system. International Journal of Advanced Manufacturing Technology, 130. pp. 4151-4167. ISSN 0268-3768 https://link.springer.com/article/10.1007/s00170-023-12914-9#:~:text=The%20vision%20sensors%20cooperate%20with,height%20of%20the%20groove%20joint. 10.1007/s00170-023-12914-9
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
description Laser is a very useful technology in the field of welding to obtain the deepest point of the metal being joined by providing a light source at the weld seam. However, laser imaging may be challenging because there are various laser reflection profiles on the workpiece that make it difficult to extract the desired laser image. In this paper, an extension study on feature point extraction was proposed to determine the depth of the V-groove. By taking use of laser image which has intensity noise around the edges, a noise rejection technique is applied to improve the quality of laser image. A data fitting method for the purpose of extracting feature points based on the reference row has been proposed because it is suitable for use after the laser centerline search. Then, the feature points are obtained by assigning the orientation position based on the “V” shape. Afterward, the extension study from feature point extraction looks on how to determine the V-groove depth by using the intersection and distance measurement method. To validate the accuracy of the proposed method, several samples of straight line and half-moon line types were tested. The performance of the system was evaluated against the actual value. It was observed that the proposed method is acceptable when subjected to laser reflection and lighting variations. The proposed method matches accurately when the respective line types showed an error percentage within 2 to 6%. This study is an extension step from feature point extraction, which can provide further analysis for weld seam tracking applications.
format Article
author Mohd Shah, Hairol Nizam
Johan, Nurul Fatiha
Sulaiman, Marizan
Mohammed Naji, Osamah Abdullah Ahmed
Arshad, Mohd Ali
spellingShingle Mohd Shah, Hairol Nizam
Johan, Nurul Fatiha
Sulaiman, Marizan
Mohammed Naji, Osamah Abdullah Ahmed
Arshad, Mohd Ali
Groove depth measurement based on laser extraction and vision system
author_facet Mohd Shah, Hairol Nizam
Johan, Nurul Fatiha
Sulaiman, Marizan
Mohammed Naji, Osamah Abdullah Ahmed
Arshad, Mohd Ali
author_sort Mohd Shah, Hairol Nizam
title Groove depth measurement based on laser extraction and vision system
title_short Groove depth measurement based on laser extraction and vision system
title_full Groove depth measurement based on laser extraction and vision system
title_fullStr Groove depth measurement based on laser extraction and vision system
title_full_unstemmed Groove depth measurement based on laser extraction and vision system
title_sort groove depth measurement based on laser extraction and vision system
publisher Springer Science and Business Media Deutschland GmbH
publishDate 2024
url http://eprints.utem.edu.my/id/eprint/28341/2/01275241220241314131449.pdf
http://eprints.utem.edu.my/id/eprint/28341/
https://link.springer.com/article/10.1007/s00170-023-12914-9#:~:text=The%20vision%20sensors%20cooperate%20with,height%20of%20the%20groove%20joint.
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score 13.239859