Title :
The application of the median LMS algorithm to ADPCM systems
Author :
Givens, Maurice ; Clarkson, Peter M.
Author_Institution :
Tellabs Inc., Lisle, IL, USA
Abstract :
The use of the median least-mean-square (MLMS) adaptive filter in adaptive differential pulse-code modulation (ADPCM) systems is examined. The MLMS is a modification of the LMS algorithm designed to protect the adaptive filter coefficients from the effects of impulsive noise. A modified MLMS-ADPCM system is proposed in which the MLMS replaces the LMS in the predictor updates. Objective SNR-based performance measures are used to compare MLMS with LMS in the context of a 32 kb/s system. It is shown that for ideal channels the performance of the MLMS-ADPCM is comparable to that of the conventional LMS-ADPCM. Using independent bit errors, it is shown that when the channel is degraded, MLMS outperforms LMS and appears to obviate the need for coefficient leakage in the predictor update
Keywords :
digital communication systems; least squares approximations; pulse-code modulation; 32 kbit/s; MLMS-ADPCM system; SNR-based performance measures; adaptive differential pulse-code modulation; adaptive filter coefficients; digital communication systems; ideal channels; impulsive noise; independent bit errors; least mean squares approximation; median LMS algorithm; predictor updates; Adaptive filters; Algorithm design and analysis; Damping; Error correction; Filtering; Least squares approximation; Noise reduction; Nonlinear filters; Protection; Signal to noise ratio;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1991. ICASSP-91., 1991 International Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-0003-3
DOI :
10.1109/ICASSP.1991.151071