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...
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| Format: | eBook |
| Language: | English |
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Berlin, Heidelberg
Springer Berlin Heidelberg
2007, 2007
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| Edition: | 1st ed. 2007 |
| Series: | Lecture Notes in Control and Information Sciences
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| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- 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