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
Link To Document :
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