DocumentCode
3421757
Title
A technique to improve convergence speed of the LMS algorithm
Author
Nishikawa, Kiyoshi ; Kiya, Hitoshi
Author_Institution
Dept. of Electron. & Inf. Eng., Tokyo Metropolitan Univ., Japan
Volume
2
fYear
1994
fDate
30 May-2 Jun 1994
Firstpage
405
Abstract
This paper describes a technique for improving the convergence speed of the LMS algorithm. The main idea of the technique is to increase the number of updatings of the filter weights per unit time so that the convergence speed is accelerated according to the number of updatings. The validity of the technique is shown by considering the deriving process of the LMS algorithm from the steepest descent algorithm. We present the two example structures for implementing the technique in actual applications. Finally we show the results of computer simulations
Keywords
Acceleration; Adaptive filters; Adaptive systems; Application software; Computer simulation; Convergence; Digital filters; Least squares approximation; Least squares methods; Numerical stability;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
Conference_Location
London
Print_ISBN
0-7803-1915-X
Type
conf
DOI
10.1109/ISCAS.1994.408988
Filename
408988
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