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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Elektronik, Elektro- und Nachrichtentechnik Maximum-Likelihood Deconvolution
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Maximum-Likelihood Deconvolution
Jerry M. Mendel (Broschiert, Englisch)
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Beschreibung
Convolution is the most important operation that describes the behavior of a linear time-invariant dynamical system. Deconvolution is the unraveling of convolution. It is the inverse problem of generating the system's input from knowledge about the system's output and dynamics. Deconvolution requires a careful balancing of bandwidth and signal-to-noise ratio effects. Maximum-likelihood… deconvolution (MLD) is a design procedure that handles both effects. It draws upon ideas from Maximum Likelihood, when unknown parameters are random. It leads to linear and nonlinear signal processors that provide high-resolution estimates of a system's input. All aspects of MLD are described, from first principles in this book. The purpose of this volume is to explain MLD as simply as possible. To do this, the entire theory of MLD is presented in terms of a convolutional signal generating model and some relatively simple ideas from optimization theory. Earlier approaches to MLD, which are couched in the language of state-variable models and estimation theory, are unnecessary to understand the essence of MLD. MLD is a model-based signal processing procedure, because it is based on a signal model, namely the convolutional model. The book focuses on three aspects of MLD: (1) specification of a probability model for the system's measured output; (2) determination of an appropriate likelihood function; and (3) maximization of that likelihood function. Many practical algorithms are obtained. Computational aspects of MLD are described in great detail. Extensive simulations are provided, including real data applications. 53,49 €
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Technische Daten
Erscheinungsdatum
17.09.2011
Sprache
Englisch
EAN
9781461279853
Herausgeber
Springer US
Serien- oder Bandtitel
Signal Processing and Digital Filtering
Sonderedition
Nein
Autor
Jerry M. Mendel
Seitenanzahl
227
Einbandart
Broschiert
Buch Untertitel
A Journey into Model-Based Signal Processing
Schlagwörter
Signal, entropy, filter, filters, information, model, simulation
Thema-Inhalt
TJK - Nachrichtententechnik, Telekommunikation
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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