Digital Signal Processing with Matlab Examples, Volume 3: Model-Based Actions an

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The three books provide a concise exposition of signal processing topics, and a guide to support individual practical exploration based on MATLAB programs.This book includes MATLAB codes to illustrate each of the main steps of the theory, offering a self-contained guide suitable for independent study.

FORMATPaperback LANGUAGEEnglish CONDITIONBrand New Publisher Description

This is the third volume in a trilogy on modern Signal Processing. The three books provide a concise exposition of signal processing topics, and a guide to support individual practical exploration based on MATLAB programs.This book includes MATLAB codes to illustrate each of the main steps of the theory, offering a self-contained guide suitable for independent study. The code is embedded in the text, helping readers to put into practice the ideas and methods discussed.The book primarily focuses on filter banks, wavelets, and images. While the Fourier transform is adequate for periodic signals, wavelets are more suitable for other cases, such as short-duration signals: bursts, spikes, tweets, lung sounds, etc. Both Fourier and wavelet transforms decompose signals into components. Further, both are also invertible, so the original signals can be recovered from their components. Compressedsensing has emerged as a promising idea. One of the intended applications is networked devices or sensors, which are now becoming a reality; accordingly, this topic is also addressed. A selection of experiments that demonstrate image denoising applications are also included. In the interest of reader-friendliness, the longer programs have been grouped in an appendix; further, a second appendix on optimization has been added to supplement the content of the last chapter.

Back Cover

This is the third volume in a trilogy on modern Signal Processing. The three books provide a concise exposition of signal processing topics, and a guide to support individual practical exploration based on MATLAB programs. This book includes MATLAB codes to illustrate each of the main steps of the theory, offering a self-contained guide suitable for independent study. The code is embedded in the text, helping readers to put into practice the ideas and methods discussed. The book primarily focuses on filter banks, wavelets, and images. While the Fourier transform is adequate for periodic signals, wavelets are more suitable for other cases, such as short-duration signals: bursts, spikes, tweets, lung sounds, etc. Both Fourier and wavelet transforms decompose signals into components. Further, both are also invertible, so the original signals can be recovered from their components. Compressed sensing has emerged as a promising idea. One of the intended applications is networked devices or sensors, which are now becoming a reality; accordingly, this topic is also addressed. A selection of experiments that demonstrate image denoising applications are also included. In the interest of reader-friendliness, the longer programs have been grouped in an appendix; further, a second appendix on optimization has been added to supplement the content of the last chapter.

Author Biography

Prof. Jose M. Giron-Sierra was born in Valladolid, Spain. He receive his Ph.D. in Physics in 1978, Universidad Complutense de Madrid, Spain. Prof. Giron-Sierra wrote more than 160 publications in various international journals. He is IEEE, AIAA, and Eurosim member and belongs to two IFAC Technical Committees.

Table of Contents

Part VI-  Model-based Actions: Filtering, Prediction, Smoothing.- Kalman Filter, Particle Filter and other Bayesian Filters.- Part VII Sparse Representation. Compressed Sensing.- Sparse Representations.- Appendices.- Selected Topics of Mathematical Optimization.- Long Programs.

Feature

Offers a wealth of MATLAB programs for individual exploration Treats the theory succinctly and with a focus on practical applications Covers advanced filtering techniques and compressed sensing

Details ISBN9811096449 Author Jose Maria Giron-Sierra Year 2018 ISBN-10 9811096449 ISBN-13 9789811096440 Format Paperback Subtitle Model-Based Actions and Sparse Representation DEWEY 621.382 Pages 431 Publisher Springer Verlag, Singapore Series Signals and Communication Technology Publication Date 2018-07-05 Imprint Springer Verlag, Singapore Place of Publication Singapore Country of Publication Singapore Short Title Digital Signal Processing with Matlab Examples, Volume 3 Language English UK Release Date 2018-07-05 Illustrations 80 Illustrations, color; 121 Illustrations, black and white; XVI, 431 p. 201 illus., 80 illus. in color. Edition Description Softcover reprint of the original 1st ed. 2017 Alternative 9789811025396 Audience Professional & Vocational We've got this

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