Overview
- Presents an introduction to fault diagnosis of non-linear systems using analytical and soft computing techniques
- All techniques are presented in a unified framework - starting from the advanced state estimation strategies through theparameter estimation techniques up to modern soft computing
- The introductory part of the book is of a tutorial value and a good starting point for the new-comers to this field
- All approaches described in this book are illustrated by practical applications
Part of the book series: Lecture Notes in Control and Information Sciences (LNCIS, volume 354)
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Table of contents (8 chapters)
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Front Matter
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Introduction
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Part I. Principles of Fault Diagnosis
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Front Matter
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Part II. State and Parameter Estimation Strategies
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Front Matter
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Part III. Soft Computing Strategies
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Front Matter
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Back Matter
Keywords
About this book
This monograph presents a variety of techniques that can be used for designing robust fault diagnosis schemes for non-linear systems. The introductory part of the book is of a tutorial value and can be perceived as a good starting point for the new-comers to this field. Subsequently, advanced robust observer structures are presented. Parameter estimation based techniques are discussed as well. A particular attention is drawn to experimental design for fault diagnosis. The book also presents a number of robust soft computing approaches utilizing evolutionary algorithms and neural networks. All approaches described in this book are illustrated by practical applications.
Reviews
From the reviews:
"The book treats a class of nonlinear discrete-time models for dynamical systems and presents further developments of the author’s research on nonlinear system identification and fault detection … . It is intended for researchers, engineers and advanced postgraduate students in control, computer science and related engineering fields." (Alexander V. Nazin, Mathematical Reviews, Issue 2008 d)
Bibliographic Information
Book Title: Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems
Book Subtitle: From Analytical to Soft Computing Approaches
Authors: Marcin Witczak
Series Title: Lecture Notes in Control and Information Sciences
DOI: https://doi.org/10.1007/978-3-540-71116-2
Publisher: Springer Berlin, Heidelberg
eBook Packages: Engineering, Engineering (R0)
Copyright Information: Springer-Verlag Berlin Heidelberg 2007
Softcover ISBN: 978-3-540-71114-8Published: 05 April 2007
eBook ISBN: 978-3-540-71116-2Published: 08 July 2007
Series ISSN: 0170-8643
Series E-ISSN: 1610-7411
Edition Number: 1
Number of Pages: XV, 212
Topics: Control, Robotics, Mechatronics, Systems Theory, Control