Variable step-size LMS algorithm with a quotient form

Signal Processing

Volumn 89, Issue 1, 2009, Pages 67-76

  Zhao, Shengkui ^a   Man, Zhihong ^b   Khoo, Suiyang ^a   Wu, Hong Ren ^c  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b MONASH UNIVERSITY MALAYSIA   (Malaysia)

^c RMIT UNIVERSITY   (Australia)

Author keywords

Least mean square (LMS); System identification; Variable step size

Indexed keywords

ERROR ANALYSIS; ESTIMATION; INDUSTRIAL MANAGEMENT; MODEL STRUCTURES; SENSITIVITY ANALYSIS; TIME SHARING SYSTEMS; TIME VARYING SYSTEMS;

APPLICATIONS.; COMPUTATIONAL COSTS; LEAST MEAN SQUARE (LMS); LEAST-MEAN-SQUARE ALGORITHMS; LMS ALGORITHMS; MEASUREMENT NOISES; NEW ALGORITHM; SIMULATION RESULTS; STEADY-STATE PERFORMANCE; STEP-SIZE; SYSTEM IDENTIFICATION; TRANSIENT BEHAVIORS; VARIABLE STEP SIZES; VARIABLE STEP-SIZE;

ALGORITHMS;

EID: 52249117881     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2008.07.013     Document Type: Article

References (20)

1. Widrow B., and Steam S.D. Adaptive Signal Processing (1985), Prentice-Hall, Englewood Cliffs, NJ
2. Haykin S. Adaptive Filter Theory. fourth ed. (2002), Prentice-Hall, Englewood Cliffs, NJ
3. Sayed A.H. Fundamentals of Adaptive Filtering (2003), Wiley, New York
4. Widrow B., and McCool J.M. Stationary and nonstationary learning characteristics of the LMS filter. Proc. IEEE 64 8 (August 1976) 1151-1162
5. Feuer A., and Weinstein E. Convergence analysis of LMS filters with uncorrelated Gaussian data. IEEE Trans. Acoust. Speech Signal Process. ASSP-33 1 (February 1985) 222-230
6. Harris R., Chabries D., and Bishop F.A. A variable step (VS) adaptive filter algorithm. IEEE Trans. Acoust. Speech Signal Process. ASSP-34 2 (April 1986) 309-316
7. Mathews V.J., and Xie Z. A stochastic gradient adaptive filter with gradient adaptive step size. IEEE Trans. Signal Process. 41 6 (June 1993) 2075-2087
8. Kwong R., and Johnston E.W. A variable step size LMS algorithm. IEEE Trans. Signal Process. 40 7 (July 1992) 1633-1642
9. Aboulnasr T., and Mayyas K. A robust variable step-size lms-type algorithm: analysis and simulations. IEEE Trans. Signal Process. 45 3 (March 1997) 631-639
10. Pazaitis D.I., and Constantinides A.G. A novel kurtosis driven variable step-size adaptive algorithm. IEEE Trans. Signal Process. 47 3 (March 1999) 864-872
11. Ang W.P., and Farhang-Boroujeny B. A new class of gradient adaptive step-size LMS algorithms. IEEE Trans. Signal Process. 49 4 (April 2001) 805-810
12. Haweel T.I. A simple variable step size LMS adaptive algorithm. Internat. J. Circ. Theor. Appl. 32 (November 2004) 523-536
13. Sulyman A.I., and Zerguine A. Convergence and steady-state analysis of a variable step-size NLMS algorithm. Signal Processing 83 (June 2003) 1255-1273
14. Mader A., Puder H., and Schmidt G.U. Step-size control for acoustic echo cancellation filters-an overview. Signal Processing 80 (September 2000) 1697-1719
15. Shin H.C., Sayed A.H., and Song W.J. Variable step-size NLMS and affine projection algorithms. IEEE Signal Process. Lett. 11 2 (February 2004) 132-135
16. Koike S. A class of adaptive step-size control algorithms for adaptive filters. IEEE Trans. Signal Process. 50 6 (June 2002) 1315-1326
17. Okello J., et al. A new modified variable step-size for the LMS algorithm. Proceedings of the International Symposium on Circuits and Systems (1998) 170-173
18. Costa M.H., and Bermudez J.C.M. A robust variable step-size algorithm for LMS adaptive filters. Proceedings of the International Conference on Acoustics, Speech and Signal Processing (2006) 93-96
19. Costa M.H., and Bermudez J.C.M. A noise resilient variable step-size LMS algorithm. Signal Processing 88 (March 2008) 733-748
20. Lopes C.G., and Bermudez J.C.M. Evaluation and design of variable step-size adaptive algorithms. Proceedings of the International Conference on Acoustics, Speech and Signal Processing (2001) 3845-3848