Recursive Inverse Adaptive Filtering Algorithm

被引：0

作者：

Ahmad, Mohammad Shukri ^{[1
]}

Kukrer, Osman ^{[1
]}

Hocanin, Aykut ^{[1
]}

机构：

[1] Eastern Mediterranean Univ, Dept Elect & Elect Engn, Gazimagusa, North Cyprus, Turkey

来源：

2009 FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING, COMPUTING WITH WORDS AND PERCEPTIONS IN SYSTEM ANALYSIS, DECISION AND CONTROL | 2010年

关键词：

Adaptive Filters; Recursive Inverse; RRLS; TDVSS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, a new FIR adaptive filtering algorithm is introduced. This algorithm is based on the Quasi-Newton (QN) optimization algorithm. The approach uses a variable step-size in the coefficient update equation that leads to an improved performance. The simulation results show that the algorithm has very similar performance to the Robust Recursive Least Squares Algorithm (RRLS) while performing better than the Transform Domain LMS with Variable Step-Size (TDVSS) in stationary environments. The algorithm is tested in Additive White Gaussian Noise (AWGN) and Correlated Noise environments.

引用

页码：129 / 131

页数：3

共 10 条

[1] A transform domain LMS adaptive filter with variable step-size
Bilcu, RC
Kuosmanen, P
Egiazarian, K
[J]. IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (02) : 51 - 53
[2] A robust recursive least squares algorithm
Chansarkar, MM
Desai, UB
[J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (07) : 1726 - 1735
[3] HASSIBI B, 1994, AS C SIGN SYST COMP, V2, P1483
[4] Adaptive tracking of linear time-variant systems by extended RLS algorithms
Haykin, S
Sayed, AH
Zeidler, JR
Yee, P
Wei, PC
[J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (05) : 1118 - 1128
[5] Haykin S., 2002, Adaptive Filter Theory
[6] MAKINO S, 1994, INT CONF ACOUST SPEE, P373
[7] FAST ADAPTIVE RLS ALGORITHMS - A GENERALIZED INVERSE APPROACH AND ANALYSIS
QIAO, SZ
[J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (06) : 1455 - 1459
[8] RUGINI L, 2007, IEEE INT WORKSH COMP, P153
[9] GENERALIZATION OF THE MATRIX-INVERSION LEMMA
TYLAVSKY, DJ
SOHIE, GRL
[J]. PROCEEDINGS OF THE IEEE, 1986, 74 (07) : 1050 - 1052
[10] Stability and Convergence Analysis of Transform-Domain LMS Adaptive Filters With Second-Order Autoregressive Process
Zhao, Shengkui
Man, Zhihong
Khoo, Suiyang
Wu, Hong Ren
[J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (01) : 119 - 130

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