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Item Details
Title: FUNDAMENTALS OF STATISTICAL SIGNAL PROCESSING, VOLUME III
PRACTICAL ALGORITHM DEVELOPMENT
Volume: Volume III
By: Steven M. Kay
Format: Mixed media product

List price: £110.03


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ISBN 10: 013280803X
ISBN 13: 9780132808033
Publisher: PEARSON EDUCATION (US)
Pub. date: 26 March, 2013
Pages: 496
Synopsis: The Complete, Modern Guide to Developing Well-Performing Signal Processing Algorithms In Fundamentals of Statistical Signal Processing, Volume III: Practical Algorithm Development, author Steven M. Kay shows how to convert theories of statistical signal processing estimation and detection into software algorithms that can be implemented on digital computers. This final volume of Kay's three-volume guide builds on the comprehensive theoretical coverage in the first two volumes. Here, Kay helps readers develop strong intuition and expertise in designing well-performing algorithms that solve real-world problems. Kay begins by reviewing methodologies for developing signal processing algorithms, including mathematical modeling, computer simulation, and performance evaluation. He links concepts to practice by presenting useful analytical results and implementations for design, evaluation, and testing. Next, he highlights specific algorithms that have "stood the test of time," offers realistic examples from several key application areas, and introduces useful extensions. Finally, he guides readers through translating mathematical algorithms into MATLAB(R) code and verifying solutions.Topics covered include * Step by step approach to the design of algorithms * Comparing and choosing signal and noise models * Performance evaluation, metrics, tradeoffs, testing, and documentation * Optimal approaches using the "big theorems" * Algorithms for estimation, detection, and spectral estimation * Complete case studies: Radar Doppler center frequency estimation, magnetic signal detection, and heart rate monitoring Exercises are presented throughout, with full solutions, and executable MATLAB code that implements all the algorithms, is provided on the accompanying CD. This new volume is invaluable to engineers, scientists, and advanced students in every discipline that relies on signal processing; researchers will especially appreciate its timely overview of the state of the practical art. Volume III complements Dr. Kay's Fundamentals of Statistical Signal Processing, Volume I: Estimation Theory (Prentice Hall, 1993; ISBN-13: 978-0-13-345711-7), and Volume II: Detection Theory (Prentice Hall, 1998; ISBN-13: 978-0-13-504135-2).
Illustrations: Illustrations
Publication: US
Imprint: Prentice Hall
Returns: Returnable
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