Theory of Affine Projection Algorithms for Adaptive Filtering

Nonfiction, Science & Nature, Mathematics, Applied, Technology, Electronics
Cover of the book Theory of Affine Projection Algorithms for Adaptive Filtering by Kazuhiko Ozeki, Springer Japan
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Kazuhiko Ozeki ISBN: 9784431557388
Publisher: Springer Japan Publication: July 22, 2015
Imprint: Springer Language: English
Author: Kazuhiko Ozeki
ISBN: 9784431557388
Publisher: Springer Japan
Publication: July 22, 2015
Imprint: Springer
Language: English

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 projection view is emphasized. By looking at those adaptation algorithms from such a geometrical point of view, we can find many of the important properties of the APA, e.g., the improvement of the convergence rate over the NLMS algorithm especially for correlated input signals. After the birth of the APA in the mid-1980s, similar algorithms were put forward by other researchers independently from different perspectives. This book shows that they are variants of the APA, forming a family of APAs. Then it surveys research on the convergence behavior of the APA, where statistical analyses play important roles. It also reviews developments of techniques to reduce the computational complexity of the APA, which are important for real-time processing. It covers a recent study on the kernel APA, which extends the APA so that it is applicable to identification of not only linear systems but also nonlinear systems. The last chapter gives an overview of current topics on variable parameter APAs. The book is self-contained, and is suitable for graduate students and researchers who are interested in advanced theory of adaptive filtering.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 projection view is emphasized. By looking at those adaptation algorithms from such a geometrical point of view, we can find many of the important properties of the APA, e.g., the improvement of the convergence rate over the NLMS algorithm especially for correlated input signals. After the birth of the APA in the mid-1980s, similar algorithms were put forward by other researchers independently from different perspectives. This book shows that they are variants of the APA, forming a family of APAs. Then it surveys research on the convergence behavior of the APA, where statistical analyses play important roles. It also reviews developments of techniques to reduce the computational complexity of the APA, which are important for real-time processing. It covers a recent study on the kernel APA, which extends the APA so that it is applicable to identification of not only linear systems but also nonlinear systems. The last chapter gives an overview of current topics on variable parameter APAs. The book is self-contained, and is suitable for graduate students and researchers who are interested in advanced theory of adaptive filtering.

More books from Springer Japan

Cover of the book Chimpanzee Behavior in the Wild by Kazuhiko Ozeki
Cover of the book Computing and Monitoring in Anesthesia and Intensive Care by Kazuhiko Ozeki
Cover of the book Applied Matrix and Tensor Variate Data Analysis by Kazuhiko Ozeki
Cover of the book Hierarchical Bottom-Up Methodology for Integrating Dynamic Ethynylhelicene Oligomers by Kazuhiko Ozeki
Cover of the book Personalized Treatment of Breast Cancer by Kazuhiko Ozeki
Cover of the book Bioprobes by Kazuhiko Ozeki
Cover of the book Inflammation and Immunity in Cancer by Kazuhiko Ozeki
Cover of the book Neuroimaging Diagnosis for Alzheimer's Disease and Other Dementias by Kazuhiko Ozeki
Cover of the book Lie Theory and Its Applications in Physics by Kazuhiko Ozeki
Cover of the book Water Use and Poverty Reduction by Kazuhiko Ozeki
Cover of the book Recent Advances in Gastroenterology by Kazuhiko Ozeki
Cover of the book Morpho-functional Machines: The New Species by Kazuhiko Ozeki
Cover of the book Serviceology for Smart Service System by Kazuhiko Ozeki
Cover of the book Development of New Catalytic Performance of Nanoporous Metals for Organic Reactions by Kazuhiko Ozeki
Cover of the book Modern Dose-Finding Designs for Cancer Phase I Trials: Drug Combinations and Molecularly Targeted Agents by Kazuhiko Ozeki
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy