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
Link To Document :
بازگشت