A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}

Pulsed Eddy current (PEC) is a new emerging {NDT} technique for sub-surface defect detection. The technique mainly uses the response peak value and arrival to detect and quantify the defects. This could suffer from noise and be not sufficient to extract more information about the defects, e.g. depth...

Full description

Saved in:
Bibliographic Details
Main Authors: Sophian, Ali, Tian, Gui Yun, Taylor, David, Rudlin, John
Format: Article
Language:English
Published: Elsevier 2003
Subjects:
Online Access:http://irep.iium.edu.my/46710/1/A_feature_extraction_technique_based_on_principal_component.pdf
http://irep.iium.edu.my/46710/
http://www.sciencedirect.com/science/article/pii/S0963869502000695
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.iium.irep.46710
record_format dspace
spelling my.iium.irep.467102016-07-20T23:49:19Z http://irep.iium.edu.my/46710/ A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT} Sophian, Ali Tian, Gui Yun Taylor, David Rudlin, John TA165 Engineering instruments, meters, etc. Industrial instrumentation Pulsed Eddy current (PEC) is a new emerging {NDT} technique for sub-surface defect detection. The technique mainly uses the response peak value and arrival to detect and quantify the defects. This could suffer from noise and be not sufficient to extract more information about the defects, e.g. depth information of defects. This paper introduces the application of principal component analysis in extracting information from {PEC} responses. A comparative test carried out shows that the introduced technique has performed better than the conventional technique in the classification of defects. Elsevier 2003 Article REM application/pdf en http://irep.iium.edu.my/46710/1/A_feature_extraction_technique_based_on_principal_component.pdf Sophian, Ali and Tian, Gui Yun and Taylor, David and Rudlin, John (2003) A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}. NDT & E International , 36 (1). 37 - 41. ISSN 0963-8695 http://www.sciencedirect.com/science/article/pii/S0963869502000695
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
topic TA165 Engineering instruments, meters, etc. Industrial instrumentation
spellingShingle TA165 Engineering instruments, meters, etc. Industrial instrumentation
Sophian, Ali
Tian, Gui Yun
Taylor, David
Rudlin, John
A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
description Pulsed Eddy current (PEC) is a new emerging {NDT} technique for sub-surface defect detection. The technique mainly uses the response peak value and arrival to detect and quantify the defects. This could suffer from noise and be not sufficient to extract more information about the defects, e.g. depth information of defects. This paper introduces the application of principal component analysis in extracting information from {PEC} responses. A comparative test carried out shows that the introduced technique has performed better than the conventional technique in the classification of defects.
format Article
author Sophian, Ali
Tian, Gui Yun
Taylor, David
Rudlin, John
author_facet Sophian, Ali
Tian, Gui Yun
Taylor, David
Rudlin, John
author_sort Sophian, Ali
title A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
title_short A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
title_full A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
title_fullStr A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
title_full_unstemmed A feature extraction technique based on principal component analysis for pulsed Eddy current {NDT}
title_sort feature extraction technique based on principal component analysis for pulsed eddy current {ndt}
publisher Elsevier
publishDate 2003
url http://irep.iium.edu.my/46710/1/A_feature_extraction_technique_based_on_principal_component.pdf
http://irep.iium.edu.my/46710/
http://www.sciencedirect.com/science/article/pii/S0963869502000695
_version_ 1643613048249778176
score 13.160551