A roundoff error analysis of the Normalized LMS algorithm

Conference Record - Asilomar Conference on Signals, Systems and Computers

Volumn 2, Issue , 1995, Pages 1337-1341

  Chang, Pi Sheng ^a   Willson, Alan N ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AVERAGING PRINCIPLE; FINITE WORD LENGTH EFFECTS; LOOK UP TABLE; NORMALIZED LMS; ROUND-OFF ERROR ANALYSIS; STEADY STATE;

TABLE LOOKUP;

EID: 84990866829     PISSN: 10586393     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ACSSC.1995.540916     Document Type: Conference Paper

References (8)

1. N. J. Bershad, "Analysis of the normalized LMS algorithm with Gaussian inputs", IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-34, no. 4, pp. 793-806, Aug. 1986.
2. M. Tarrab and A. Feuer, "Convergence and performance analysis of the normalized LMS algorithms with uncorrelated Gaussian data", IEEE Trans. Inform. Theory, vol. IT-34, no. 4, pp. 680-691, July 1988.
3. C. Caraiscos and B. Liu, "A roundoff error analysis of the LMS adaptive algorithm", IEEE Trans. Acoust., Speech, Signal Processing, vol. 32, no. 1, pp. 34-41, Feb. 1984.
4. S. Haykin, Adaptive Filter Theory. Englewood Cliffs, NJ: Prentice-Hall, 1991, 2nd. Ed.
5. C. G. Samson and V. U. Reddy, "Fiyed point error analysis of the normalized ladder algorithm", IEEE Trans. Acoust., Speech, Signal Processing, vol. 31, pp. 1177-1191, Oct. 1983.
6. D. T. M. Slock, "On the convergence behavior of the LMS and the normalized LMS algorithms", IEEE Trans. on Signal Processing, vol. 41, no. 9, pp. 2811-2825, Sept. 1993.
7. N. J. Bershad, "Nonlinear quantization effects in the LMS and Block LMS adaptive algorithms - A comparison", IEEE Trans. Acoust., Speech, Signal Processing, vol. 37, pp. 1504-1512, Oct. 1989.
8. P. S. R. Diniz, M. L. R. De Campos and A. Antoniou, "Analysis of LMS-Newton adaptive filtering algorithms with variable convergence factor", IEEE Trans. Signal Processing, vol. 43, pp. 617-627, Mar. 1995.