DocumentCode
851945
Title
An adaptive backpropagation cascade IIR filter
Author
Gao, Frank X Y ; Snelgrove, W. Martin
Author_Institution
Gao Res. & Consulting Ltd., Scarborough, Ont., Canada
Volume
39
Issue
9
fYear
1992
fDate
9/1/1992 12:00:00 AM
Firstpage
606
Lastpage
610
Abstract
Among the various linear infinite impulse response (IIR) structures for adaptive filters, cascade IIR filters are notable for easy stability monitoring and good sensitivity performance. However, their high cost for computing gradients is a problem. A novel technique of backpropagating the desired signal is proposed, and a cascade structure satisfying the requirements of this technique is developed, resulting in an efficient adaptive IIR filter. It is shown that the equation-error formulation is just a special case of this backpropagation idea
Keywords
adaptive filters; backpropagation; digital filters; filtering and prediction theory; stability; adaptive filters; backpropagation; cascade IIR filter; infinite impulse response; sensitivity performance; stability monitoring; Adaptive filters; Backpropagation; Costs; Equations; IIR filters; Least squares approximation; Monitoring; Stability; Transfer functions; Transversal filters;
fLanguage
English
Journal_Title
Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7130
Type
jour
DOI
10.1109/82.193314
Filename
193314
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