Title :
Mimetic wavelet-packet transform based adaptive algorithm for sparse response identification
Author :
Noskoski, Odair A. ; Bermudez, José C M
Author_Institution :
Coordinate Sci. of the Nature, Math. & its Technol., Fed. Inst. for Technol. Educ. Sul-Rio-Grandense, Brazil
Abstract :
This paper proposes a new wavelet-packet transform based adaptive algorithm for sparse response identification. The distinctive features of the new algorithm are the on-line adaptability of the discrete wavelet packet transform (DWPT) and an efficient weight deactivation/activation schedule. The new algorithm, called mimetic wavelet-packet based (MWPB) algorithm, generalizes the WPB algorithm presented in. The MWPB algorithm presents better estimation and tracking performances than existing wavelet-based sparse response identification algorithms. Monte Carlo (MC) simulation results compare the performances of the four most recently proposed algorithms in this class.
Keywords :
Monte Carlo methods; adaptive filters; discrete wavelet transforms; Monte Carlo simulation; adaptive algorithm; discrete wavelet packet transform; mimetic wavelet packet transform; online adaptability; sparse response identification; Adaptive algorithm; Adaptive filters; Convergence; Discrete wavelet transforms; Echo cancellers; Frequency; Scheduling algorithm; Wavelet domain; Wavelet packets; Wavelet transforms; adaptive filters; echo cancellation; sparse response identification;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495840