DocumentCode :
3636224
Title :
An improved proportionate NLMS algorithm based on the l0 norm
Author :
Constantin Paleologu;Jacob Benesty;Silviu Ciochin?E
Author_Institution :
University Politehnica of Bucharest, Telecommunications Department, Iuliu Maniu Blvd., 1-3, Romania
fYear :
2010
Firstpage :
309
Lastpage :
312
Abstract :
The proportionate normalized least-mean-square (PNLMS) algorithm was developed in the context of network echo cancellation. It has been proven to be efficient when the echo path is sparse, which is not always the case in real-world echo cancellation. The improved PNLMS (IPNLMS) algorithm is less sensitive to the sparseness character of the echo path. This algorithm uses the l1 norm to exploit sparseness of the impulse response that needs to be identified. In this paper, we propose an IPNLMS algorithm based on the l0 norm, which represents a better measure of sparseness than the l1 norm. Simulation results prove that the proposed algorithm outperforms the original IPNLMS algorithm.
Keywords :
"Echo cancellers","Adaptive filters","Convergence","Electronic mail","Jacobian matrices","Adaptive algorithm","Acoustic measurements","Equations"
Publisher :
ieee
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
2379-190X
Type :
conf
DOI :
10.1109/ICASSP.2010.5495903
Filename :
5495903
Link To Document :
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