• DocumentCode
    417516
  • Title

    Optimal wavelet for abrupt change detection in multiplicative noise

  • Author

    Chabert, Marie ; Ruiz, Daniel ; Tourneret, Jean-Yves

  • Author_Institution
    ENSEEIHT/IRIT/TeSA, Nat. Polytech. Inst. of Toulouse, France
  • Volume
    2
  • fYear
    2004
  • fDate
    17-21 May 2004
  • Abstract
    This paper addresses abrupt change detection in multiplicative noise using the continuous wavelet transform. An optimal wavelet, maximizing a well-chosen time-scale contrast criterion is derived. The analytical optimization gives the optimal wavelet closed expression. The influence of the mother wavelet on signature-based detector performance is then demonstrated. Detection performance is characterized using receiver operating characteristic curves computed from Monte-Carlo simulations. The optimal wavelet obviously improves performance with respect to other wavelets classically used for singularity detection.
  • Keywords
    Monte Carlo methods; optimisation; signal detection; wavelet transforms; Monte-Carlo simulations; continuous wavelet transform; multiplicative noise; optimal abrupt change detection wavelet; optimization; receiver operating characteristic curves; signature-based detector; singularity detection; time-scale contrast; Additive noise; Continuous wavelet transforms; Detectors; Image edge detection; Image segmentation; Laser radar; Radar detection; Testing; Wavelet analysis; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8484-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2004.1326451
  • Filename
    1326451