Modelling and estimation strategies for fault diagnosis of non-linear systems : from analytical to soft computing approaches

Marcin Witczak

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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[目次]

  • Part I Principles of fault diagnosis.- Analytical techniques-based FDI.- Soft computing-based FDI.- Part II State and parameter estimation strategies.- State estimation techniques for FDI.- Parameter estimation-based FDI.- Part III Soft computing strategies.- Evolutionary algorithms.- Neural networks.- Conclusions and future research directions.

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この本の情報

書名 Modelling and estimation strategies for fault diagnosis of non-linear systems : from analytical to soft computing approaches
著作者等 Witczak Marcin
シリーズ名 Lecture notes in control and information sciences
出版元 Springer
刊行年月 c2007
ページ数 xv, 208 p.
大きさ 24 cm
ISBN 9783540711148
NCID BA81734015
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言語 英語
出版国 ドイツ
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