Title :
An adaptive backpropagation cascade IIR filter
Author :
Gao, Frank X Y ; Snelgrove, W. Martin
Author_Institution :
Gao Res. & Consulting Ltd., Scarborough, Ont., Canada
fDate :
9/1/1992 12:00:00 AM
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;
Journal_Title :
Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on