Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems
From Analytical to Soft Computing Approaches
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.
| Autor: | Witczak, Marcin |
|---|---|
| ISBN: | 9783540711148 |
| Sprache: | Englisch |
| Seitenzahl: | 212 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer Berlin |
| Veröffentlicht: | 05.04.2007 |
| Untertitel: | From Analytical to Soft Computing Approaches |
| Schlagworte: | Evolutionary Algorithms Experimental Design Modelling Non-Linear Systems Parameter Estimation Robust Fault Detection Robust Fault Diagnosis State Estimation algorithms neural networks |
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