A. Carini et al., Sufficient stability bounds for slowly varying direct-form recursive linear filters and their applications in adaptive IIR filters, IEEE SIGNAL, 47(9), 1999, pp. 2561-2567
This correspondence derives a sufficient time-varying bound on the maximum
variation of the coefficients of an exponentially stable time-varying direc
t-form homogeneous linear recursive filter. The stability bound is less con
servative than all previously derived bounds for time-varying IIR systems.
The bound is then applied to control the step size of output-error adaptive
IIR filters to achieve bounded-input bounded-output (BIBO) stability of th
e adaptive filter. Experimental results that demonstrate the good stability
characteristics of the resulting algorithms are included. This corresponde
nce also contains comparisons with other competing output-error adaptive II
R filters. The results indicate that the stabilized method possesses better
convergence behavior than other competing techniques.