Pulsed eddy current detection of cracks in F/A-18 inner wing spar without wing skin removal using Modified Principal Component Analysis

被引:55
作者
Horan, P. [1 ]
Underhill, P. R. [1 ]
Krause, T. W. [1 ]
机构
[1] Royal Mil Coll Canada, Dept Phys, Kingston, ON K7K 7B4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Pulsed eddy current; Principle Component Analysis; Cracks; Aluminum; Ferrous fasteners; Composite wing structures; FEATURE-EXTRACTION;
D O I
10.1016/j.ndteint.2013.01.004
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Stress corrosion cracks may develop between fasteners in the aluminum inner wing spars of F/A-18 Hornet aircraft. These fasteners secure carbon-fibre/epoxy composite wing skin, of nominal 13 mm thickness, to the spar. Inspection of the spar through the wing skin is required in order to avoid wing disassembly. Pulsed eddy currents, generated by a probe design that utilizes the ferrous fastener as a flux conduit, are demonstrated as having the capability of detecting simulated cracks within the spar with the wing skin present. Differentially connected pickup coils are used to sense differences in response due to asymmetries in induced eddy current fields arising in the presence of cracks. To overcome variability in PEC signal response due to variability in magnetic coupling to the fastener, a large measurement set was analyzed using Modified Principal Component Analysis (PCA). The modified PCA minimizes residual sum of squares to extract eigenfunction scores, which are used to detect the presence of cracks ending on one side of the fastener hole. The ability of the method to sense simulated cracks independent of confounding measurement parameters was demonstrated. Crown Copyright (C) 2013 Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:21 / 27
页数:7
相关论文
共 14 条
[1]   Pulsed eddy current testing with variable duty cycle on rivet joints [J].
Abidin, Ilham Zainal ;
Mandache, Catalin ;
Tian, Gui Yun ;
Morozov, Maxim .
NDT & E INTERNATIONAL, 2009, 42 (07) :599-605
[2]  
[Anonymous], HI SHAR CORP HI LOK
[3]   ADVANCES IN TRANSIENT (PULSED) EDDY CURRENT FOR INSPECTION OF MULTI-LAYER ALUMINUM STRUCTURES IN THE PRESENCE OF FERROUS FASTENERS [J].
Desjardins, D. R. ;
Vallieres, G. ;
Whalen, P. P. ;
Krause, T. W. .
REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION, VOLS 31A AND 31B, 2012, 1430 :400-407
[4]   Support vector machine and optimised feature extraction in integrated eddy current instrument [J].
He, Yunze ;
Pan, Mengchun ;
Luo, Feilu ;
Chen, Dixiang ;
Hu, Xiangchao .
MEASUREMENT, 2013, 46 (01) :764-774
[5]   Pulsed eddy current technique for defect detection in aircraft riveted structures [J].
He, Yunze ;
Luo, Feilu ;
Pan, Mengchun ;
Weng, Feibing ;
Hu, Xiangchao ;
Gao, Junzhe ;
Liu, Bo .
NDT & E INTERNATIONAL, 2010, 43 (02) :176-181
[6]   Classification of pulsed eddy current GMR data on aircraft structures [J].
Kim, Jaejoon ;
Yang, Guang ;
Udpa, Lalita ;
Udpa, Satish .
NDT & E INTERNATIONAL, 2010, 43 (02) :141-144
[7]  
Lattin J.M., 2003, Analyzing multivariate data
[8]   Improving Probability of Detection of Bolt Hole Eddy Current Inspection [J].
Lemire, Holly ;
Underhill, P. R. ;
Krause, T. W. ;
Bunn, M. ;
Butcher, D. J. .
RESEARCH IN NONDESTRUCTIVE EVALUATION, 2010, 21 (03) :141-156
[9]  
Smith R.A., 2001, PROC 5 JOINT NASAFAA
[10]   A feature extraction technique based on principal component analysis for pulsed Eddy current NDT [J].
Sophian, A ;
Tian, GY ;
Taylor, D ;
Rudlin, J .
NDT & E INTERNATIONAL, 2003, 36 (01) :37-41