Ebook: Modelling and estimation strategies for fault diagnosis of non-linear systems: from analytical to soft computing approaches
Author: Marcin Witczak
- Genre: Mathematics // Automatic Control Theory
- Tags: Автоматизация, Теория автоматического управления (ТАУ)
- Series: Lecture Notes in Control and Information Sciences
- Year: 2007
- Publisher: Springer
- City: Berlin
- Language: English
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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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