Title :
Wavelet-Packet-Based Adaptive Algorithm for Sparse Impulse Response Identification
Author :
Noskoski, O.A. ; Bermudez, Jose C. M.
Author_Institution :
Dept. of Electr. Eng., Univ. Fed. de Santa Catarina, Florianopolis, Brazil
Abstract :
This paper proposes a wavelet-packet-based (WPB) algorithm for efficient identification of sparse impulse responses with arbitrary frequency spectra. The discrete wavelet packet transform (DWPT) is adaptively tailored to the energy distribution of the unknown system´s response spectrum. The new algorithm leads to a reduced number of active coefficients and to a reduced computational complexity, when compared to competing wavelet-based algorithms. Simulation results illustrate the applicability of the proposed algorithm.
Keywords :
discrete wavelet transforms; spectral analysis; transient response; discrete wavelet packet transform; response spectrum; sparse impulse response identification; wavelet-packet-based adaptive algorithm; Adaptive algorithm; Adaptive filters; Computational complexity; Computational modeling; Convergence; Delay effects; Delay estimation; Frequency; Wavelet packets; Wavelet transforms; Adaptive systems; echo cancellation; sparse impulse response;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.367088