Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems

Paperback Engels 2016 9781447172635
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Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems presents basic statistical process monitoring, fault diagnosis, and control methods and introduces advanced data-driven schemes for the design of fault diagnosis and fault-tolerant control systems catering to the needs of dynamic industrial processes. With ever increasing demands for reliability, availability and safety in technical processes and assets, process monitoring and fault-tolerance have become important issues surrounding the design of automatic control systems. This text shows the reader how, thanks to the rapid development of information technology, key techniques of data-driven and statistical process monitoring and control can now become widely used in industrial practice to address these issues. To allow for self-contained study and facilitate implementation in real applications, important mathematical and control theoretical knowledge and tools are included in this book. Major schemes are presented in algorithm form and demonstrated on industrial case systems. Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems will be of interest to process and control engineers, engineering students and researchers with a control engineering background.

Specificaties

ISBN13:9781447172635
Taal:Engels
Bindwijze:paperback
Uitgever:Springer London

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Inhoudsopgave

Introduction.- Objectives, tasks, and basic concepts.- An introduction to the representative technical processes.- Data-driven realization of the basic GLR scheme.- Principal component analysis, its variations and applications.- Partial least squares, its variations and applications.- Introduction of advanced methods addressing nonlinear issues.- Control theoretical preliminaries.- Identification of residual generators and open-loop fault detection and diagnosis schemes.- Data-driven design of observer-based fault detection and diagnosis systems.- Preliminaries of probabilistic theory.- Statistical performance evaluation schemes.- Case study.- Data-driven design and implementation of an observer-based fault-tolerant control scheme.- An adaptive fault-tolerant control scheme.- An iterative tuning based fault-tolerant control scheme.

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€ 216,99
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        Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems