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