DocumentCode
3027326
Title
New results on convergence of the discrete-time LMS algorithm applied to narrowband adaptive arrays
Author
Senne, K.D. ; Horowitz, L.L.
Author_Institution
MIT Lincoln Lab, Lexington, Massachusetts
fYear
1979
fDate
10-12 Jan. 1979
Firstpage
1166
Lastpage
1167
Abstract
The discrete-time, Least-Mean-Squares (LMS) algorithm is often proposed for application to adaptive antenna arrays. In analyzing the mean-square error performance of LMS, however, previous results in the open literature have generally employed approximations which are valid only in the limit for very slow adaptation in an essentially stationary environment. In this paper we apply an exact mean-square error analysis for the application of discrete-time LMS to narrow-band adaptive arrays. The results provide considerable insight into the transient response of LMS under conditions of rapid adaptation, which is of importance in many practical applications.
Keywords
Adaptive arrays; Approximation algorithms; Convergence; Iterative algorithms; Laboratories; Least squares approximation; Narrowband; Phased arrays; Sensor arrays; Stochastic processes;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control including the 17th Symposium on Adaptive Processes, 1978 IEEE Conference on
Conference_Location
San Diego, CA, USA
Type
conf
DOI
10.1109/CDC.1978.268118
Filename
4046305
Link To Document