LOCAL STABILITY OF THE MEDIAN LMS FILTER

Citation
Wa. Sethares et Ja. Bucklew, LOCAL STABILITY OF THE MEDIAN LMS FILTER, IEEE transactions on signal processing, 42(11), 1994, pp. 2901-2905
Citations number
15
Categorie Soggetti
Acoustics
ISSN journal
1053587X
Volume
42
Issue
11
Year of publication
1994
Pages
2901 - 2905
Database
ISI
SICI code
1053-587X(1994)42:11<2901:LSOTML>2.0.ZU;2-V
Abstract
Local stability properties of the recently proposed median LMS adaptiv e filter are investigated by relating the behavior of the algorithm to the behavior of an associated ordinary differential equation. With in dependent inputs, the differential equation and the algorithm are show n to be locally stable. On the other hand, several classes of (periodi c, nonindependent) inputs are described which cause the differential e quation and the algorithm to be unstable about its equilibrium, even i n the no disturbance case. This will help delineate those applications for which the median LMS is an appropriate adaptive algorithm.