Title :
Analysis of the sign-sign algorithm based on Gaussian distributed tap weights
Author :
Koike, Shin´ichi
Author_Institution :
NEC Corp., Tokyo, Japan
Abstract :
In this paper, a new set of difference equations is derived for convergence analysis of adaptive filters using the sign-sign algorithm with Gaussian input reference and additive Gaussian noise. The analysis is based on the assumption that the tap weights are jointly Gaussian distributed. Residual mean squared error after convergence and simpler approximate difference equations are further developed. Results of experiment exhibit good agreement between theoretically calculated convergence and that of simulation for a wide range of parameter values of adaptive filters
Keywords :
Gaussian distribution; Gaussian noise; convergence of numerical methods; difference equations; Gaussian distributed tap weights; Gaussian input reference; adaptive filters; additive Gaussian noise; convergence analysis; difference equation; residual mean squared error; sign-sign algorithm; Adaptive filters; Additive noise; Algorithm design and analysis; Convergence; Difference equations; Gaussian noise; Integral equations; Least squares approximation; National electric code; Signal analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.681777