Title :
A new modified variable step size for the LMS algorithm
Author :
Okello, James ; Itoh, Yoshio ; Fukui, Yutaka ; NAKANISHI, Isao ; Kobayashi, Masaki
Author_Institution :
Fac. of Eng., Tottori Univ., Japan
fDate :
31 May-3 Jun 1998
Abstract :
Adaptive FIR digital filters which use the LMS algorithm have found application in quite a wide area of digital signal processing due to their simplicity. In all these areas of application, the measurement of good performance has always been a faster convergence compounded with minimum misadjustment. However, with the LMS algorithm, a higher convergence speed is always complemented by a higher misadjustment. In trying to overcome this trade off, different kinds of variable step size algorithms and the modified variable step size algorithm have been proposed. Unfortunately these algorithms are affected by colored disturbance signal. In this paper we propose a new modified variable step size algorithm, which is independent of both white and colored disturbance noise
Keywords :
FIR filters; adaptive filters; digital filters; least mean squares methods; LMS algorithm; adaptive FIR digital filters; colored disturbance signal; convergence speed; digital signal processing; misadjustment; modified variable step size; Colored noise; Convergence; Digital filters; Digital signal processing; Finite impulse response filter; Least squares approximation; Signal processing algorithms; System identification; Transfer functions; White noise;
Conference_Titel :
Circuits and Systems, 1998. ISCAS '98. Proceedings of the 1998 IEEE International Symposium on
Conference_Location :
Monterey, CA
Print_ISBN :
0-7803-4455-3
DOI :
10.1109/ISCAS.1998.694435