A NEW VARIABLE STEP-SIZE ZERO-POINT ATTRACTING PROJECTION ALGORITHM

被引:0
作者
Liu, Jianming [1 ]
Grant, Steven L. [1 ]
机构
[1] Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65409 USA
来源
2013 ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS | 2013年
关键词
Variable step-size; zero-point attracting projection; adaptive filter; SPARSE; CONVERGENCE; SQUARES; LMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new variable step-size (VSS) scheme for the recently introduced zero-point attracting projection (ZAP) algorithm. The proposed variable step-size ZAPs are based on the gradient of the estimated filter coefficients' sparseness that is approximated by the difference between the sparseness measure of current filter coefficients and an averaged sparseness measure. Simulation results demonstrate that the proposed approach provides both faster convergence rate and better tracking ability than previous ones.
引用
收藏
页码:1524 / 1528
页数:5
相关论文
共 14 条
[1]  
Benesty J, 2002, INT CONF ACOUST SPEE, P1881
[2]  
Benesty Jacob, 2001, Advances in Network and Acoustic Echo Cancellation
[3]  
Chen LM, 2013, INT CONF ACOUST SPEE, P5875, DOI 10.1109/ICASSP.2013.6638791
[4]  
Chen YL, 2009, INT CONF ACOUST SPEE, P3125, DOI 10.1109/ICASSP.2009.4960286
[5]   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
[6]   Proportionate normalized least-mean-squares adaptation in echo cancelers [J].
Duttweiler, DL .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2000, 8 (05) :508-518
[7]   l0 Norm Constraint LMS Algorithm for Sparse System Identification [J].
Gu, Yuantao ;
Jin, Jian ;
Mei, Shunliang .
IEEE SIGNAL PROCESSING LETTERS, 2009, 16 (09) :774-777
[8]  
Hoshuyama O, 2004, 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL IV, PROCEEDINGS, P161
[9]   A Stochastic Gradient Approach on Compressive Sensing Signal Reconstruction Based on Adaptive Filtering Framework [J].
Jin, Jian ;
Gu, Yuantao ;
Mei, Shunliang .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2010, 4 (02) :409-420
[10]  
Liu L, 2008, INT CONF ACOUST SPEE, P3797