• 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