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Witczak

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

From Analytical to Soft Computing Approaches

Medium: Buch
ISBN: 978-3-540-71114-8
Verlag: Springer Berlin Heidelberg
Erscheinungstermin: 05.04.2007
Lieferfrist: bis zu 10 Tage

 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.


Produkteigenschaften


  • Artikelnummer: 9783540711148
  • Medium: Buch
  • ISBN: 978-3-540-71114-8
  • Verlag: Springer Berlin Heidelberg
  • Erscheinungstermin: 05.04.2007
  • Sprache(n): Englisch
  • Auflage: 2007
  • Serie: Lecture Notes in Control and Information Sciences
  • Produktform: Kartoniert
  • Gewicht: 359 g
  • Seiten: 212
  • Format (B x H x T): 155 x 235 x 13 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

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.