A PNLMS Algorithm With Individual Activation Factors

被引:53
作者
de Souza, Francisco das Chagas [1 ]
Tobias, Orlando Jose [1 ]
Seara, Rui [1 ]
Morgan, Dennis R. [2 ]
机构
[1] Univ Fed Santa Catarina, Dept Elect Engn, LINSE Circuits & Signal Proc Lab, BR-88040970 Florianopolis, SC, Brazil
[2] Bell Labs, Alcatel Lucent, Murray Hill, NJ 07974 USA
关键词
Adaptive filtering; proportionate normalized least-mean-square (PNLMS) algorithm; sparse impulse response; sparse system identification; ADAPTIVE ALGORITHMS;
D O I
10.1109/TSP.2009.2038420
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a proportionate normalized least-mean-square (PNLMS) algorithm using individual activation factors for each adaptive filter coefficient, instead of a global activation factor as in the standard PNLMS algorithm. The proposed individual activation factors, determined in terms of the corresponding adaptive filter coefficients, are recursively updated. This approach leads to a better distribution of the adaptation energy over the filter coefficients than the standard PNLMS does. Thereby, for impulse responses exhibiting high sparseness, the proposed algorithm achieves faster convergence, outperforming both the PNLMS and improved PNLMS (IPNLMS) algorithms.
引用
收藏
页码:2036 / 2047
页数:12
相关论文
共 23 条
[1]   Natural gradient works efficiently in learning [J].
Amari, S .
NEURAL COMPUTATION, 1998, 10 (02) :251-276
[2]  
Amari S, 1998, INT CONF ACOUST SPEE, P1213, DOI 10.1109/ICASSP.1998.675489
[3]  
[Anonymous], 2008, PROC EUR SIGNAL PROC
[4]  
Benesty J, 2002, INT CONF ACOUST SPEE, P1881
[5]  
BENESTY J, 2004, P EUR SIGN PROC C EU, P721
[6]  
Cui JJ, 2004, 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL IV, PROCEEDINGS, P141
[7]   Proportionate adaptive algorithms for network echo cancellation [J].
Deng, HY ;
Doroslovacki, M .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (05) :1794-1803
[8]   Improving convergence of the PNLMS algorithm for sparse impulse response identification [J].
Deng, HY ;
Doroslovacki, M .
IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (03) :181-184
[9]  
DESOUZA FC, 2009, P EUR SIGN PROC C EU, P2633
[10]  
Digital Network Echo Cancellers, 2007, G168 ITUT