DocumentCode
1170227
Title
A trigonometric formulation of the LMS algorithm for realization on pipelined CORDIC
Author
Chakraborty, Mrityunjoy ; Dhar, A.S. ; Lee, Moon Ho
Author_Institution
Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
Volume
52
Issue
9
fYear
2005
Firstpage
530
Lastpage
534
Abstract
This paper presents an alternate formulation of the least mean square (LMS) algorithm by using a set of angle variables monotonically related to the filter coefficients. The algorithm updates the angles directly instead of the filter coefficients and relies on quantities that can be realized by simple CORDIC rotations. Two architectures based on pipelined CORDIC unit are proposed which achieve efficiency either in time or in area. Further simplifications result from extending the approach to the sign-sign LMS algorithm. An approximate convergence analysis of the proposed algorithm, along with simulation results showing its convergence characteristics are presented.
Keywords
FIR filters; convergence of numerical methods; digital arithmetic; least mean squares methods; approximate convergence analysis; filter coefficients; least mean square algorithm; pipelined CORDIC; trigonometric formulation; Adaptive filters; Algorithm design and analysis; Analytical models; Convergence; Filtering algorithms; Finite impulse response filter; Hardware; Least squares approximation; Signal processing algorithms; Transversal filters; Least mean square (LMS) algorithm; pipelined CORDIC unit;
fLanguage
English
Journal_Title
Circuits and Systems II: Express Briefs, IEEE Transactions on
Publisher
ieee
ISSN
1549-7747
Type
jour
DOI
10.1109/TCSII.2005.850784
Filename
1510871
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