Adaptive Filtering and Change Detection Contributor(s): Gustafsson, Fredrik (Author) |
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ISBN: 0471492876 ISBN-13: 9780471492870 Publisher: Wiley
Binding Type: Hardcover - See All Available Formats & Editions Published: October 2000 Annotation: 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. 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) Features extensive examples and case studies which can be reproduced and investigated in an accompanying Matlab demo toolbox.
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Additional Information |
BISAC Categories: - Technology & Engineering | Electronics - Digital - Technology & Engineering | Electrical - Technology & Engineering | Telecommunications |
Dewey: 021.381 |
LCCN: 00710275 |
Physical Information: 1.39" H x 6.45" W x 9.46" L (1.90 lbs) 510 pages |
Features: Illustrated |
Descriptions, Reviews, Etc. |
Publisher Description: Der Autor dieses Buches behandelt den Nachweis von Veränderungen als natürliche Erweiterung der adaptiven Filterung und erklärt sowohl die mathematischen Grundlagen als auch die Anwendung adaptiver Techniken ausführlich und verständlich. In bislang einmaliger Weise wird die Theorie mit Anwendungen aus der Luftfahrt- und Automobiltechnik sowie der Nachrichtentechnik verknüpft. Vom zugehörigen Webserver lassen sich Matlab-Tools abrufen, mit deren Hilfe die im Buch beschriebenen Simulationen nachvollzogen werden können. (08/00) |
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