Title :
Efficient lattice realizations of adaptive IIR algorithms
Author :
Netto, Sergio Lima ; Agathoklis, Panajotis
Author_Institution :
Dept. of Electr. & Comput. Eng., Victoria Univ., BC, Canada
fDate :
1/1/1998 12:00:00 AM
Abstract :
Computationally efficient adaptive IIR-filter algorithms are presented based on lattice realizations allowing the adaptive filter stability to be easily monitored. New simplified recursive-in-order equations relating the parameters of the direct-form realization with the ones of two lattice realizations are presented. These equations lead to a simplified technique to compute the regressor vector and to a general method to implement any adaptive IIR algorithm using lattice realization. Results indicate that the proposed lattice-based algorithms converge to a set of parameters that realize the same transfer function as the corresponding direct-form algorithms
Keywords :
IIR filters; adaptive filters; convergence of numerical methods; lattice filters; recursive filters; IIR-filter algorithms; adaptive IIR algorithms; adaptive filter stability; convergence; direct-form algorithms; direct-form realization; efficient lattice realizations; lattice-based algorithms; recursive-in-order equations; regressor vector; transfer function; Adaptive filters; Computational complexity; Convergence; Equations; Finite impulse response filter; IIR filters; Lattices; Signal processing algorithms; Stability; Transfer functions;
Journal_Title :
Signal Processing, IEEE Transactions on