New insights on the transient and steady-state behavior of the quantized lms algorithm

IEEE Transactions on Signal Processing

Volumn 44, Issue 10, 1996, Pages 2623-2625

  Bershad, Neil J ^a   Bermudez, Jose Carlos M ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DIGITAL SIGNAL PROCESSING; ITERATIVE METHODS; LEAST SQUARES APPROXIMATIONS; NUMERICAL METHODS; OPTIMIZATION; RECURSIVE FUNCTIONS; SIGNAL THEORY;

DIGITAL WORDLENGTH; GAUSSIAN INPUTS; ITERATIONS; LEAST MEAN SQUARES ALGORITHMS; NONLINEAR RECURSIONS;

ALGORITHMS;

EID: 0030271008     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/78.539047     Document Type: Article

References (10)

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2. C. Caraiscos and B. Liu. A roundoff error analysis of the LMS adaptive algorithm IEEE Trans. Acoust. Speech Signal Processing vol. ASSP32 no. 1 pp. 341 Feh. 1984.
3. S. T. Alexander Transient weight misadjustment properties for the finite precision LMS algorithm IEEE Trans. Acoiisi. Speech Signal Processing vol. ASSP-35. no. 9. pp. 1250-1258 Sept. 1987.
4. J. M. Cioffi Limited-precision effects in adaptive filtering IEEE Trims. Cm:. Syst. vul. CAS-34 no. 7 pp. 821-833. July 1987.
5. J. C. M. Bcrmudcz and N. J. Bershad A nonlinear analytical model for the quantized LMS algorithm-The arbitrary step size case IEEE Trims. Signal Processing vol. 44 no. 5 pp. 1175-1183 May 1996.
6. N. J. Bershad and J. C. M. Bermudcz. A nonlinear analytical model for the quantized LMS algorithm-The power-of-two step size case IEEE Trans. Signal Processing vol 44 no. . 11 Nov. 1996 to he published.
7. S. K. Mitra and J. F. Kaiser. Eds.. Handbook for Digital Signal Processing. New York: Wiley 1993.
8. D. L. Duttweiller Adaptive filter performance with nonlineaiities in the correlation multiplier IEEE Trans. Acoitst. Speech Signal Processing. vol. ASSP-30 no. 4 pp. 578-586 Aug. 1982.
9. 91 N. J. Bcrshad On error-saturation nonlineaiities in LMS adaptation. IEEE Trans. Acoust. Speech Signal Processing vol. 36 no. 4. pp. 44CM-52 Apr. 1988.
10. S. Haykin Adaptive Filter Theory. Englewood Cliffs NJ: PrenticeHall 1991 2nd cd.