Nonlinear Signal Processing

A Statistical Approach

Gonzalo Arce

460 pages, parution le 03/12/2004

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Résumé

Nonlinear Signal Processing: A Statistical Approach focuses on unifying the study of a broad and important class of nonlinear signal processing algorithms which emerge from statistical estimation principles, and where the underlying signals are non-Gaussian, rather than Gaussian, processes. Notably, by concentrating on just two non-Gaussian models, a large set of tools is developed that encompass a large portion of the nonlinear signal processing tools proposed in the literature over the past several decades.

Key features include:

Numerous problems at the end of each chapter to aid development and understanding
Examples and case studies provided throughout the book in a wide range of applications bring the text to life and place the theory into context
A set of 60+ MATLAB software m-files allowing the reader to quickly design and apply any of the nonlinear signal processing algorithms described in the book to an application of interest is available on the accompanying FTP site.

L'auteur - Gonzalo Arce

Gonzalo Arce received a PhD degree in electrical engineering from Purdue University in 1982. Since 1982, he has been with the faculty of the Department of Electrical and Computer Engineering at the University of Delaware where he is currently Charles Black Evans Distinguished Professor and Chairman. He has held visiting professor appointments at the Unisys Corporate Research Center and at the International Center for Signal and Image Processing, Tampere University of Technology, in Tampere, Finland. He holds seven U.S. patents, and his research has been funded by DoD, NSF, and numerous industrial organizations. He is an IEEE Fellow for his contributions to the theory and applications of nonlinear signal processing.

Sommaire

Introduction
Statistical Foundations
- Non-Gaussian Models
- Order Statistics
- Statistical Foundations of Filtering
Signal Processing With Order Statistics
- Median and Weighted Median Smoothers
- Weighted Median Filters
- Linear Combination or Order Statistics
Signal Processing With The Stable Model
- Myriad Smoothers
- Weighted Myriad Filters

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Caractéristiques techniques

	PAPIER
Éditeur(s)	Wiley
Auteur(s)	Gonzalo Arce
Parution	03/12/2004
Nb. de pages	460
Format	16 x 24
Couverture	Relié
Poids	825g
Intérieur	Noir et Blanc
EAN13	9780471676249
ISBN13	978-0-471-67624-9