Title :
Identification of multiple cracks from eddy-current testing signals with noise sources by image processing and inverse analysis
Author :
Nagaya, Yoshiaki ; Takagi, Toshiyuki ; Uchimoto, Tetsuya ; Huang, Haoyu
Author_Institution :
Graduate Sch. of Eng., Tohoku Univ., Sendai, Japan
fDate :
3/1/2004 12:00:00 AM
Abstract :
This paper proposes a novel method for identifying the number and positions of cracks and reconstructing crack shapes. It assumes that two-dimensional scanned eddy-current testing (ECT) signals obtained from a steam generator tube are a picture image, then a template matching method with the help of genetic algorithms predicts the number and positions of cracks. The present method employs the superposition of crack signals and a nonlinear scaling technique of a signal profile on the crack length that are verified by numerical simulation. The number and positions of the cracks are satisfactorily predicted. The crack-shape reconstructions from the predicted positions with the help of inverse analysis are achieved with a satisfactory degree of accuracy.
Keywords :
eddy current testing; genetic algorithms; image matching; image processing; inverse problems; numerical analysis; crack signals; crack-shape reconstructions; eddy-current testing signals; genetic algorithms; image processing; inverse analysis; multiple cracks; noise sources; nonlinear scaling technique; numerical simulation; picture images; steam generator tube; template matching; Electrical capacitance tomography; Image analysis; Image processing; Image reconstruction; Multi-stage noise shaping; Shape; Signal analysis; Signal generators; Signal processing; Testing;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2004.825322