Adaptive Filtering and Change Detection
Seiten
2001
John Wiley & Sons Ltd (Hersteller)
978-0-470-84161-7 (ISBN)
John Wiley & Sons Ltd (Hersteller)
978-0-470-84161-7 (ISBN)
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Adaptive filtering is a branch of digital signal processing (DSP) that 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. It is the basic tool in fault detection and diagnosis.
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.
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.
Fredrik Gustafsson is a Swedish professor of sensor informatics at Linkoeping University.
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
Erscheint lt. Verlag | 16.10.2001 |
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Verlagsort | Chichester |
Sprache | englisch |
Maße | 181 x 248 mm |
Gewicht | 1020 g |
Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
Technik ► Elektrotechnik / Energietechnik | |
Technik ► Nachrichtentechnik | |
ISBN-10 | 0-470-84161-3 / 0470841613 |
ISBN-13 | 978-0-470-84161-7 / 9780470841617 |
Zustand | Neuware |
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