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

From Analytical to Soft Computing Approaches

Paperback Engels 2007 2007e druk 9783540711148
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

 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.

Specificaties

ISBN13:9783540711148
Taal:Engels
Bindwijze:paperback
Aantal pagina's:212
Uitgever:Springer Berlin Heidelberg
Druk:2007

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Inhoudsopgave

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.

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