Theory of Affine Projection Algorithms for Adaptive Filtering

• Main Author: Ozeki, Kazuhiko (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Tokyo : Springer Japan : Imprint: Springer, 2016.
• Series: Mathematics for Industry, 22
• Subjects: Engineering.; Mathematical models.; Projective geometry.; Applied mathematics.; Engineering mathematics.; Signal, Image and Speech Processing.; Mathematical Modeling and Industrial Mathematics.; Appl.Mathematics/Computational Methods of Engineering.; Projective Geometry.

This book focuses on theoretical aspects of the affine projection algorithm (APA) for adaptive filtering. The APA is a natural generalization of the classical, normalized least-mean-squares (NLMS) algorithm. The book first explains how the APA evolved from the NLMS algorithm, where an affine project...

Table of Contents:

• Introduction
• Classical Adaptation Algorithms
• Affine Projection Algorithm
• Family of Affine Projection Algorithms
• Convergence Behavior of APA
• Reduction of Computational Complexity
• Kernel Affine Projection Algorithm
• Variable Parameter APAs
• Appendix; Matrices.