
Adaptive Filtering and Change Detection
Fredrik Gustafsson(Author)
Wiley (Publisher)
Published on 16. October 2001
Software
Other digital
510 pages
978-0-470-84161-7 (ISBN)
Description
Adaptive filtering is a branch of digital signal processing which enables the selective enhancement of desired elements of a signal and the reduction of undesired elements. Change detection is another kind of adaptive filtering for non-stationary signals, and is the basic tool in fault detection and diagnosis. This text takes the unique approach that change detection is a natural extension of adaptive filtering, and the broad coverage encompasses both the mathematical tools needed for adaptive filtering and change detection and the applications of the technology. Real engineering applications covered include aircraft, automotive, communication systems, signal processing and automatic control problems.
The unique integration of both theory and practical applications makes this book a valuable resource combining information otherwise only available in separate sources* Comprehensive coverage includes many examples and case studies to illustrate the ideas and show what can be achieved* Uniquely integrates applications to airborne, automotive and communications systems with the essential mathematical tools* Accompanying Matlab toolbox available on the web illustrating the main ideas and enabling the reader to do simulations using all the figures and numerical examples featured This text would prove to be an essential reference for postgraduates and researchers studying digital signal processing as well as practising digital signal processing engineers.
The unique integration of both theory and practical applications makes this book a valuable resource combining information otherwise only available in separate sources* Comprehensive coverage includes many examples and case studies to illustrate the ideas and show what can be achieved* Uniquely integrates applications to airborne, automotive and communications systems with the essential mathematical tools* Accompanying Matlab toolbox available on the web illustrating the main ideas and enabling the reader to do simulations using all the figures and numerical examples featured This text would prove to be an essential reference for postgraduates and researchers studying digital signal processing as well as practising digital signal processing engineers.
Reviews / Votes
"This book has acquired a permanent place on my bookshelf because it brings together topics I have previously only seen in research papers an provides hard-won practical advice on how those topics may be tuned to solve real problems..." (CVu, April 2001) "this is a good book in terms of the topics selected and the approaches adopted...useful for all specialists interested in digital signal processing, who will find the book an indispensable and enlightening read." (Studies in Informatics & Control, March 2002)More details
Language
English
Place of publication
Chichester
United Kingdom
Publishing group
John Wiley and Sons Ltd
Target group
College/higher education
Professional and scholarly
Dimensions
Height: 248 mm
Width: 181 mm
Thickness: 36 mm
Weight
1020 gr
ISBN-13
978-0-470-84161-7 (9780470841617)
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Schweitzer Classification
Person
Content
INTRODUCTION Extended Summary. Applications. SIGNAL ESTIMATION On-Line Approaches. Off-Line Approaches. PARAMETER ESTIMATION Adaptive Filtering. Change Detection Based on Sliding Windows Change Detection Based on Filter Banks STATE ESTIMATION Kalman Filtering Change Detection Based on Likelihood Ratios Change Detection Based on Multiple Models Change Detection Based on Algebraical Consistency Tests THEORY Evaluation Theory Linear Estimation A. Signal models and notation B. Fault detection terminology