東華大學圖書館 |

Language: English

Help

回圖書館首頁

手機版館藏查詢

Back

Switch To: Labeled | MARC Mode | ISBD

Theory of affine projection algorith...

Ozeki, Kazuhiko.

Linked to FindBook

Google Book

Amazon

博客來

Theory of affine projection algorithms for adaptive filtering

Record Type:	Electronic resources : Monograph/item
Title/Author:	Theory of affine projection algorithms for adaptive filtering/ by Kazuhiko Ozeki.
Author:	Ozeki, Kazuhiko.
Published:	Tokyo :Springer Japan : : 2016.,
Description:	xii, 223 p. :ill., digital ;24 cm.
[NT 15003449]:	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.
Contained By:	Springer eBooks
Subject:	Adaptive filters. -
Online resource:	http://dx.doi.org/10.1007/978-4-431-55738-8
ISBN:	9784431557388$q(electronic bk.)

Theory of affine projection algorithms for adaptive filtering
Ozeki, Kazuhiko.

Theory of affine projection algorithms for adaptive filtering[electronic resource] /by Kazuhiko Ozeki. - Tokyo :Springer Japan :2016. - xii, 223 p. :ill., digital ;24 cm. - Mathematics for industry,v.222198-350X ;. - Mathematics for industry ;v.4..

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.

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.

ISBN: 9784431557388$q(electronic bk.)

Standard No.: 10.1007/978-4-431-55738-8doiSubjects--Topical Terms:

664409
Adaptive filters.

LC Class. No.: TK7872.F5

Dewey Class. No.: 621.3815324

Theory of affine projection algorithms for adaptive filtering
LDR:02776nmm a2200349 a 4500 001 2028515
003 DE-He213
005 20160713141226.0
006 m d
007 cr nn 008maaau
008 160908s2016 ja s 0 eng d
020 $a 9784431557388$q(electronic bk.)
020 $a 9784431557371$q(paper)
024 7 $a 10.1007/978-4-431-55738-8 $2 doi
035 $a 978-4-431-55738-8
040 $a GP $c GP
041 0 $a eng
050 4 $a TK7872.F5
072 7 $a TTBM $2 bicssc
072 7 $a UYS $2 bicssc
072 7 $a TEC008000 $2 bisacsh
072 7 $a COM073000 $2 bisacsh
082 0 4 $a 621.3815324 $2 23
090 $a TK7872.F5 $b O99 2016
100 1 $a Ozeki, Kazuhiko. $3 2178961
245 1 0 $a Theory of affine projection algorithms for adaptive filtering $h [electronic resource] / $c by Kazuhiko Ozeki.
260 $a Tokyo : $b Springer Japan : $b Imprint: Springer, $c 2016.
300 $a xii, 223 p. : $b ill., digital ; $c 24 cm.
490 1 $a Mathematics for industry, $x 2198-350X ; $v v.22
505 0 $a 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.
520 $a 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.
650 0 $a Adaptive filters. $3 664409
650 0 $a Algorithms. $3 536374
650 1 4 $a Engineering. $3 586835
650 2 4 $a Signal, Image and Speech Processing. $3 891073
650 2 4 $a Mathematical Modeling and Industrial Mathematics. $3 891089
650 2 4 $a Appl.Mathematics/Computational Methods of Engineering. $3 890892
650 2 4 $a Projective Geometry. $3 2056109
710 2 $a SpringerLink (Online service) $3 836513
773 0 $t Springer eBooks
830 0 $a Mathematics for industry ; $v v.4. $3 2068422
856 4 0 $u http://dx.doi.org/10.1007/978-4-431-55738-8
950 $a Engineering (Springer-11647)