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