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Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems: From Analytical to Soft Computing Approaches: Lecture Notes in Control and Information Sciences, cartea 354

Autor Marcin Witczak
en Limba Engleză Paperback – 5 apr 2007
 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.
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Specificații

ISBN-13: 9783540711148
ISBN-10: 3540711147
Pagini: 215
Ilustrații: XV, 212 p.
Dimensiuni: 155 x 235 x 17 mm
Greutate: 0.35 kg
Ediția:2007
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Lecture Notes in Control and Information Sciences

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

I. Principles of Fault Diagnosis.- Analytical Techniques-Based FDI.- Soft Computing-Based FDI.- II. State and Parameter Estimation Strategies.- State Estimation Techniques for FDI.- Parameter Estimation-Based FDI.- III. Soft Computing Strategies.- Evolutionary Algorithms.- Neural Networks.- Conclusions and Future Research Directions.

Recenzii

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)

Caracteristici

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