DocumentCode
1073589
Title
Numerical implementation of matching pursuit for the analysis of complex ultrasonic signals
Author
Yinghui Lu ; Michaels, J.E.
Author_Institution
Georgia Inst. of Technol., Atlanta
Volume
55
Issue
1
fYear
2008
fDate
1/1/2008 12:00:00 AM
Firstpage
173
Lastpage
182
Abstract
Matching pursuit has typically been applied to ultrasonic signal analysis for the purpose of identifying or estimating discrete echoes. In this paper, a specific numerical implementation of matching pursuit designed for ultrasonic signal decomposition is proposed, consisting of the selection of a coarse set of basis functions, the search method for finding the best matching basis function, and interpolation of the basis function parameters to achieve high resolution. In addition, the use of matching pursuit is applied to the analysis of complex ultrasonic signals by interpreting the matching basis functions as characteristic wavelets. Changes in parameters of these wavelets are related to changes in the structure. The efficiency of the numerical implementation method is evaluated, and the capability of the feature extraction method for complex ultrasonic signals is demonstrated on experimental data from an aluminum plate in the context of structural health monitoring.
Keywords
acoustic signal processing; echo; wavelet transforms; best matching basis function; characteristic wavelets; complex ultrasonic signals; discrete echoes; feature extraction method; matching pursuit; structural health monitoring; ultrasonic signal analysis; ultrasonic signal decomposition; Aluminum; Feature extraction; Interpolation; Matching pursuit algorithms; Monitoring; Search methods; Signal analysis; Signal design; Signal resolution; Wavelet analysis; Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Numerical Analysis, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography;
fLanguage
English
Journal_Title
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
Publisher
ieee
ISSN
0885-3010
Type
jour
DOI
10.1109/TUFFC.2008.626
Filename
4454312
Link To Document