DocumentCode :
792056
Title :
A numerically stable fast transversal filter with leakage correction
Author :
Binde, Stephan
Author_Institution :
Inst. fur Netzwerk-und Signaltheorie, TH Darmstadt Univ., Germany
Volume :
2
Issue :
6
fYear :
1995
fDate :
6/1/1995 12:00:00 AM
Firstpage :
114
Lastpage :
116
Abstract :
A derivation of fundamental fast transversal filter equations comes to a 7M fast RLS algorithm for system identification. Yet, this algorithm is not stable due to numerical errors resulting from implementation on a hardware with finite precision arithmetic. The known stabilization methods with feedback of numerical errors require a judicious choice of the feedback gains and depend on the properties of the exciting sequence, as simulations have shown. A new method to stabilize the algorithm is introduced that does not depend on the characteristics of the excitation signal. By inserting leakage factors in the filter equations, a steady contraction of error components is reached.<>
Keywords :
adaptive filters; error analysis; feedback; least squares approximations; recursive filters; 7M fast RLS algorithm; feedback; filter equations; finite precision arithmetic; leakage correction; numerical errors; numerically stable fast transversal filter; simulations; system identification; Arithmetic; Equations; Feedback; Forward contracts; Hardware; Least squares methods; Numerical stability; System identification; Transversal filters; Virtual manufacturing;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/97.388912
Filename :
388912
Link To Document :
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