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 :
بازگشت