Authors:
- 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
- Includes supplementary material: sn.pub/extras
Part of the book series: Signals and Communication Technology (SCT)
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Table of contents (2 chapters)
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Front Matter
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Model-Based Actions: Filtering, Prediction, Smoothing
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Front Matter
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Sparse Representation. Compressed Sensing
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Front Matter
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Back Matter
About this book
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.
Authors and Affiliations
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Systems Engineering and Automatic Control, Universidad Complutense de Madrid, Madrid, Spain
Jose Maria Giron-Sierra
About the author
Bibliographic Information
Book Title: Digital Signal Processing with Matlab Examples, Volume 3
Book Subtitle: Model-Based Actions and Sparse Representation
Authors: Jose Maria Giron-Sierra
Series Title: Signals and Communication Technology
DOI: https://doi.org/10.1007/978-981-10-2540-2
Publisher: Springer Singapore
eBook Packages: Engineering, Engineering (R0)
Copyright Information: Springer Science+Business Media Singapore 2017
Hardcover ISBN: 978-981-10-2539-6Published: 01 December 2016
Softcover ISBN: 978-981-10-9644-0Published: 05 July 2018
eBook ISBN: 978-981-10-2540-2Published: 21 November 2016
Series ISSN: 1860-4862
Series E-ISSN: 1860-4870
Edition Number: 1
Number of Pages: XVI, 431
Number of Illustrations: 121 b/w illustrations, 80 illustrations in colour