ABSTRACT

Integrates rational approximation with adaptive filtering, providing viable, numerically reliable procedures for creating adaptive infinite impulse response (IIR) filters. The choice of filter structure to adapt, algorithm design and the approximation properties for each type of algorithm are also addressed. This work recasts the theory of adaptive IIR filters by concentrating on recursive lattice filters, freeing systems from the need for direct-form filters.;A solutions manual is available for instructors only. College or university bookstores may order five or more copies at a special student price which is available upon request.

chapter 1|30 pages

Introduction

chapter 2|51 pages

Recursive Filter Structures

chapter 4|35 pages

Rational Approximation in Hankel Norm

chapter 5|48 pages

Rational ℋ 2 Approximation

chapter 7|116 pages

Gradient Descent Algorithms

chapter 8|113 pages

The Steiglitz-McBride Family of Algorithms

chapter 9|67 pages

Hyperstable Algorithms

chapter 10|46 pages

Adaptive Notch Filters

chapter 11|48 pages

Perspectives and Open Problems