Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems

From Analytical to Soft Computing Approaches

Marcin Witczak (Autor)

Buch | Softcover

XV, 212 Seiten

2007 | 2007
Springer Berlin (Verlag)
978-3-540-71114-8 (ISBN)

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lt;p> 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.

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.

lt;p>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)

Erscheint lt. Verlag	5.4.2007
Reihe/Serie	Lecture Notes in Control and Information Sciences
Zusatzinfo	XV, 212 p.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	355 g
Themenwelt	Mathematik / Informatik ► Informatik ► Theorie / Studium
Themenwelt	Technik ► Elektrotechnik / Energietechnik
Schlagworte	algorithms • evolutionary algorithms • Experimental Design • Fehlererkennung • Fehlererkennung / Troubleshooting • Modelling • Neural networks • Nichtlineares System • Nichtlineare Systeme • Non-linear Systems • Parameter Estimation • Robust Fault Detection • Robust Fault Diagnosis • State Estimation
ISBN-10	3-540-71114-7 / 3540711147
ISBN-13	978-3-540-71114-8 / 9783540711148
Zustand	Neuware