Title :
A cascade implementation of a new IIR adaptive digital filter with global convergence and improved convergence rates
Author :
Usevitch, B.E. ; Jenkins, W.K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Abstract :
Recently a new type of adaptive IIR filtering algorithm called the prefiltering (PF) algorithm was presented. A new form of PF algorithm is presented here in which the adaptive filter is implemented as a cascade of second-order sections. The advantage of this form is that the low coefficient sensitivity of the cascade structure allows the step size to be significantly increased without causing instability of the adaptive process. The larger step size results in greatly improved convergence rates for the PF algorithm when it is applied to higher order systems
Keywords :
adaptive filters; cascade networks; convergence; digital filters; IIR adaptive digital filter; cascade implementation; coefficient sensitivity; convergence rates; global convergence; prefiltering; second-order sections; step size; Adaptive filters; Convergence; Digital filters; Equations; Filtering algorithms; Least squares approximation; Real time systems; System identification; Testing; White noise;
Conference_Titel :
Circuits and Systems, 1989., IEEE International Symposium on
Conference_Location :
Portland, OR
DOI :
10.1109/ISCAS.1989.100799