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author:

Tu, Wanli (Tu, Wanli.) [1] | Zhong, Shuncong (Zhong, Shuncong.) [2] (Scholars:钟舜聪) | Zhang, Qiukun (Zhang, Qiukun.) [3] (Scholars:张秋坤) | Huang, Yi (Huang, Yi.) [4] (Scholars:黄异)

Indexed by:

EI Scopus SCIE

Abstract:

A reliable and effective diagnosis of coating structure is important for further maintenance. For the problem of slow detection and identification using terahertz non-destructive testing technology in the industrial inspection, a rapid diagnosis algorithm based on the wavelet packet energy and support vector machine method was developed for quick evaluation of the epoxy protective coating. The process mainly included time domain signal acquisition of various epoxy protective coating samples detected by a terahertz pulse imaging system, wavelet packet energy parameters extraction as the diagnosis feature vectors, classification model establishment based on the support vector machine algorithm and coating status evaluation using a three-class classifier. The influence on classification accuracy by the various feature vectors inputs with the support vector machine classifier was analysed. Satisfying results were achieved when the relative wavelet packet energy was taken as diagnostic features. A strong defective area could be quickly identified and more detail targeted analysis could be implemented as needed. The time spent was significantly reduced compared to the terahertz imaging of the whole area along with the manual judgement. The analysis indicated that the proposed method would be very useful and can be effectively employed for the coating monitoring application.

Keyword:

Epoxy protective coating support vector machine terahertz non-destructive testing technique wavelet packet energy

Community:

  • [ 1 ] [Tu, Wanli]Jimei Univ, Marine Engn Inst, Xiamen, Peoples R China
  • [ 2 ] [Tu, Wanli]Jimei Univ, Key Lab Ship & Ocean Engn, Xiamen, Peoples R China
  • [ 3 ] [Zhong, Shuncong]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou, Peoples R China
  • [ 4 ] [Zhang, Qiukun]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou, Peoples R China
  • [ 5 ] [Huang, Yi]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou, Peoples R China
  • [ 6 ] [Zhong, Shuncong]Fuzhou Univ, Fujian Prov Key Lab Terahertz Funct Devices & Inte, Fuzhou, Peoples R China
  • [ 7 ] [Zhang, Qiukun]Fuzhou Univ, Fujian Prov Key Lab Terahertz Funct Devices & Inte, Fuzhou, Peoples R China
  • [ 8 ] [Huang, Yi]Fuzhou Univ, Fujian Prov Key Lab Terahertz Funct Devices & Inte, Fuzhou, Peoples R China

Reprint 's Address:

  • [Tu, Wanli]Jimei Univ, Marine Engn Inst, Xiamen, Peoples R China;;[Tu, Wanli]Jimei Univ, Key Lab Ship & Ocean Engn, Xiamen, Peoples R China;;

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Source :

NONDESTRUCTIVE TESTING AND EVALUATION

ISSN: 1058-9759

Year: 2023

Issue: 3

Volume: 39

Page: 557-572

3 . 0

JCR@2023

3 . 0 0 0

JCR@2023

ESI Discipline: MATERIALS SCIENCE;

ESI HC Threshold:49

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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