Modelling and Estimation Strategies for Fault Diagnosis of Non-Linear Systems From Analytical to Soft Computing Approaches /

• Main Author: Witczak, Marcin (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2007.
• Series: Lecture Notes in Control and Information Sciences, 354
• Subjects: Engineering.; System theory.; Control engineering.; Robotics.; Mechatronics.; Control, Robotics, Mechatronics.; Systems Theory, Control.

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 robus...

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.