A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization

Pulsed eddy current (PEC) is an advance Non-destructive testing that is widely used in multiple industries for surface and subsurface defect detection. Normally, the conventional features extractions are conducted based on time to peak and peak value response. However, signals extraction could be a...

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Main Authors: Latif, N.A.A., Abidin, I.M.Z., Azaman, N., Jamaludin, N., Mokhtar, A.A.
Format: Conference or Workshop Item
Published: Institute of Physics Publishing 2019
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85069002471&doi=10.1088%2f1757-899X%2f554%2f1%2f012001&partnerID=40&md5=f491bdc7bd80e267b9945871013b24c3
http://eprints.utp.edu.my/23637/
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Institution: Universiti Teknologi Petronas
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spelling my.utp.eprints.236372021-08-19T08:08:43Z A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization Latif, N.A.A. Abidin, I.M.Z. Azaman, N. Jamaludin, N. Mokhtar, A.A. Pulsed eddy current (PEC) is an advance Non-destructive testing that is widely used in multiple industries for surface and subsurface defect detection. Normally, the conventional features extractions are conducted based on time to peak and peak value response. However, signals extraction could be a confusing for a thin specimen because times to peak for both surface and subsurface defects are occurred at almost similar time. This paper introduced the application of confirmatory Factor Analysis for defect categorizing for stainless steel thin plate. Through this statistical method, two categories of defects namely surface and subsurface defects are clearly to be distinguished between one to another. © Published under licence by IOP Publishing Ltd. Institute of Physics Publishing 2019 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85069002471&doi=10.1088%2f1757-899X%2f554%2f1%2f012001&partnerID=40&md5=f491bdc7bd80e267b9945871013b24c3 Latif, N.A.A. and Abidin, I.M.Z. and Azaman, N. and Jamaludin, N. and Mokhtar, A.A. (2019) A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization. In: UNSPECIFIED. http://eprints.utp.edu.my/23637/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description Pulsed eddy current (PEC) is an advance Non-destructive testing that is widely used in multiple industries for surface and subsurface defect detection. Normally, the conventional features extractions are conducted based on time to peak and peak value response. However, signals extraction could be a confusing for a thin specimen because times to peak for both surface and subsurface defects are occurred at almost similar time. This paper introduced the application of confirmatory Factor Analysis for defect categorizing for stainless steel thin plate. Through this statistical method, two categories of defects namely surface and subsurface defects are clearly to be distinguished between one to another. © Published under licence by IOP Publishing Ltd.
format Conference or Workshop Item
author Latif, N.A.A.
Abidin, I.M.Z.
Azaman, N.
Jamaludin, N.
Mokhtar, A.A.
spellingShingle Latif, N.A.A.
Abidin, I.M.Z.
Azaman, N.
Jamaludin, N.
Mokhtar, A.A.
A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
author_facet Latif, N.A.A.
Abidin, I.M.Z.
Azaman, N.
Jamaludin, N.
Mokhtar, A.A.
author_sort Latif, N.A.A.
title A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
title_short A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
title_full A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
title_fullStr A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
title_full_unstemmed A Feature Extraction Technique Based on Factor Analysis for Pulsed Eddy Current Defects Categorization
title_sort feature extraction technique based on factor analysis for pulsed eddy current defects categorization
publisher Institute of Physics Publishing
publishDate 2019
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85069002471&doi=10.1088%2f1757-899X%2f554%2f1%2f012001&partnerID=40&md5=f491bdc7bd80e267b9945871013b24c3
http://eprints.utp.edu.my/23637/
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