UID:
almafu_9959327860402883
Format:
1 online resource (x, 500 pages) :
,
illustrations : digital, HTML and PDF files
Edition:
Electronic reproduction. [Place of publication not identified] : HathiTrust Digital Library, 2010.
ISBN:
9781601195463
,
160119546X
,
0470841613
,
9780470841617
,
1280555041
,
9781280555046
Content:
Adaptive filtering is a classical branch of digital signal processing (DSP). Industrial interest in adaptive filtering grows continuously with the increase in computer performance that allows ever more conplex algorithms to be run in real-time. Change detection is a type of adaptive filtering for non-stationary signals and is also the basic tool in fault detection and diagnosis. Often considered as separate subjects Adaptive Filtering and Change Detection bridges a gap in the literature with a unified treatment of these areas, emphasizing that change detection is a natural extension of adaptive filters, and adaptive filters are the basic building blocks in all change detectors. By providing a timely and innovative resource, applied engineers, researchers and postgraduate students studying DSP will all find this an indispensable and enlightening read! * Presents a comprehensive and complete treatment of adapative filtering * Provides a unifying framework for the theory of change detection based on a filtering approach * Combines mathematical tools (algebra, calculus, statistics) and applications areas (airborne, automotive, communication systems, standard signal processing and automatic control applications).
Note:
Extended summary --
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Applications --
,
On-line approaches -- Off-line approaches --
,
Adaptive filtering --
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Change detection based on sliding windows --
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Change detection based on filter banks --
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Kalman filtering --
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Change detection based on likelihood ratios --
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Change detection based on multiple models -- Change detection based on algebraical consistency tests --
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Evaluation theory --
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Linear estimation --
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Signal models and notation --
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Fault detection terminology.
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Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002.
Additional Edition:
Print version: Gustafsson, Fredrik. Adaptive filtering and change detection. Chichester, New York : Wiley, 2000 ISBN 0471492876
Language:
English
Subjects:
Engineering
Keywords:
Electronic books.
;
Electronic books.
;
Electronic books.
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/0470841613
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/0470841613
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/0470841613
