Paulo S. R. Diniz Diniz Adaptive Filtering

Adaptive Filtering

von Paulo S. R. Diniz

Algorithms and Practical Implementation

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Beschreibung

In the fifth edition of this textbook, author Paulo S.R. Diniz presents updated text on the basic concepts of adaptive signal processing and adaptive filtering. He first introduces the main classes of adaptive filtering algorithms in a unified framework, using clear notations that facilitate actual implementation. Algorithms are described in tables, which are detailed enough to allow the reader to verify the covered concepts. Examples address up-to-date problems drawn from actual applications. Several chapters are expanded and a new chapter ‘Kalman Filtering’ is included. The book provides a concise background on adaptive filtering, including the family of LMS, affine projection, RLS, set-membership algorithms and Kalman filters, as well as nonlinear, sub-band, blind, IIR adaptive filtering, and more. Problems are included at the end of chapters. A MATLAB package is provided so the reader can solve new problems and test algorithms. The book also offers easy access to working algorithmsfor practicing engineers.

In the fifth edition of this textbook, author Paulo S.R. Diniz presents updated text on the basic concepts of adaptive signal processing and adaptive filtering. He first introduces the main classes of adaptive filtering algorithms in a unified framework, using clear notations that facilitate actual implementation. Algorithms are described in tables, which are detailed enough to allow the reader to verify the covered concepts. Examples address up-to-date problems drawn from actual applications. Several chapters are expanded and a new chapter ‘Kalman Filtering’ is included. The book provides a concise background on adaptive filtering, including the family of LMS, affine projection, RLS, set-membership algorithms and Kalman filters, as well as nonlinear, sub-band, blind, IIR adaptive filtering, and more. Problems are included at the end of chapters. A MATLAB package is provided so the reader can solve new problems and test algorithms. The book also offers easy access to working algorithms for practicing engineers.


Fully revised and expanded textbook, now in its 5th edition, on adaptive signal processing adaptive filtering Features problems, references, exercises, applications, and MATLAB code so readers can test algorithms Includes a new chapter on Kalman Filtering and several expanded chapters Request lecturer material: sn.pub/lecturer-material

Autor*in

Paulo S. R. Diniz

Themen in »Adaptive Filtering«

Adaptive Algorithm Learning Systems Adaptive Control Adaptive Signal Processing Nonlinear Systems Self-designing Systems Signal Equalization Signal Modeling Signal Prediction Sub Band Processing System Identification

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Details

ISBN: 9783030290566
Verlag: Springer International Publishing
Erscheinung: 24.12.2019

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