Discontinuities detection in welded joints based on inverse surface thresholding

Automated detection of welding defects in radiographic images becomes nontrivial when uneven illumination, contrast and noise are present. In this paper, a new approach using surface thresholding method is proposed to detect defects in radiographic images of welding joints. In the first stage, sever...

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Main Authors: Yazid, Haniza, Arof, Hamzah, Yazid, Hafizal, Ahmad, Sahrim, Mohamed, Abdul Aziz, Ahmad, Fauzan
Format: Article
Published: Elsevier 2011
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Online Access:http://eprints.um.edu.my/23045/
https://doi.org/10.1016/j.ndteint.2011.06.002
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Institution: Universiti Malaya
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spelling my.um.eprints.230452019-11-18T04:10:31Z http://eprints.um.edu.my/23045/ Discontinuities detection in welded joints based on inverse surface thresholding Yazid, Haniza Arof, Hamzah Yazid, Hafizal Ahmad, Sahrim Mohamed, Abdul Aziz Ahmad, Fauzan TK Electrical engineering. Electronics Nuclear engineering Automated detection of welding defects in radiographic images becomes nontrivial when uneven illumination, contrast and noise are present. In this paper, a new approach using surface thresholding method is proposed to detect defects in radiographic images of welding joints. In the first stage, several image processing techniques namely fuzzy c means clustering, region filling, mean filtering, edge detection, Otsu thresholding, and morphological operations method are utilized to locate the area where defects might exist. This is followed by the construction of the inverse thresholding surface and its implementation to locate defects in the identified area. The proposed method was tested on 60 radiographic images and it obtained 94.6% sensitivity. Its performance is compared to that of the watershed segmentation, which obtained 69.6%. © 2011 Elsevier Ltd. Elsevier 2011 Article PeerReviewed Yazid, Haniza and Arof, Hamzah and Yazid, Hafizal and Ahmad, Sahrim and Mohamed, Abdul Aziz and Ahmad, Fauzan (2011) Discontinuities detection in welded joints based on inverse surface thresholding. NDT & E International, 44 (7). pp. 563-570. ISSN 0963-8695 https://doi.org/10.1016/j.ndteint.2011.06.002 doi:10.1016/j.ndteint.2011.06.002
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Yazid, Haniza
Arof, Hamzah
Yazid, Hafizal
Ahmad, Sahrim
Mohamed, Abdul Aziz
Ahmad, Fauzan
Discontinuities detection in welded joints based on inverse surface thresholding
description Automated detection of welding defects in radiographic images becomes nontrivial when uneven illumination, contrast and noise are present. In this paper, a new approach using surface thresholding method is proposed to detect defects in radiographic images of welding joints. In the first stage, several image processing techniques namely fuzzy c means clustering, region filling, mean filtering, edge detection, Otsu thresholding, and morphological operations method are utilized to locate the area where defects might exist. This is followed by the construction of the inverse thresholding surface and its implementation to locate defects in the identified area. The proposed method was tested on 60 radiographic images and it obtained 94.6% sensitivity. Its performance is compared to that of the watershed segmentation, which obtained 69.6%. © 2011 Elsevier Ltd.
format Article
author Yazid, Haniza
Arof, Hamzah
Yazid, Hafizal
Ahmad, Sahrim
Mohamed, Abdul Aziz
Ahmad, Fauzan
author_facet Yazid, Haniza
Arof, Hamzah
Yazid, Hafizal
Ahmad, Sahrim
Mohamed, Abdul Aziz
Ahmad, Fauzan
author_sort Yazid, Haniza
title Discontinuities detection in welded joints based on inverse surface thresholding
title_short Discontinuities detection in welded joints based on inverse surface thresholding
title_full Discontinuities detection in welded joints based on inverse surface thresholding
title_fullStr Discontinuities detection in welded joints based on inverse surface thresholding
title_full_unstemmed Discontinuities detection in welded joints based on inverse surface thresholding
title_sort discontinuities detection in welded joints based on inverse surface thresholding
publisher Elsevier
publishDate 2011
url http://eprints.um.edu.my/23045/
https://doi.org/10.1016/j.ndteint.2011.06.002
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