Performance Assessment for Process Monitoring and Fault Detection Methods - Tapa blanda

Zhang, Kai

 
9783658159702: Performance Assessment for Process Monitoring and Fault Detection Methods
Tapa blanda
ISBN 10: 3658159707 ISBN 13: 9783658159702
Editorial: Springer Vieweg, 2016

Sinopsis

The objective of Kai Zhang and his research is to assess the existing process monitoring and fault detection (PM-FD) methods. His aim is to provide suggestions and guidance for choosing appropriate PM-FD methods, because the performance assessment study for PM-FD methods has become an area of interest in both academics and industry. The author first compares basic FD statistics, and then assesses different PM-FD methods to monitor the key performance indicators of static processes, steady-state dynamic processes and general dynamic processes including transient states. He validates the theoretical developments using both benchmark and real industrial processes.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Kai Zhang has just finished his PhD defense. His research area covers multivariate statistical process monitoring (PM) methods, data-driven fault detection (FD) methods and performance evaluation for PM-FD methods.

De la contraportada

The objective of Kai Zhang and his research is to assess the existing process monitoring and fault detection (PM-FD) methods. His aim is to provide suggestions and guidance for choosing appropriate PM-FD methods, because the performance assessment study for PM-FD methods has become an area of interest in both academics and industry. The author first compares basic FD statistics, and then assesses different PM-FD methods to monitor the key performance indicators of static processes, steady-state dynamic processes and general dynamic processes including transient states. He validates the theoretical developments using both benchmark and real industrial processes.

Contents
  • Assessing the performance of T2 and Q fault detection statistics
  • Proposing a new performance evaluation index called expected detection delay (EDD) 
  • Assessing the performance of different PM-FD methods using EDD when applied to detecting different types of faults
  • Assessing the state-space-based PM-FD methods when applied to a real hot strip mill process
Target Groups
  • Scientists and students in the field of process control and statistical quality control
  • Electrical engineers, chemical engineers, hot strip steel mill engineers
About the Author
Kai Zhang has just finished his PhD defense. His research area covers multivariate statistical process monitoring (PM) methods, data-driven fault detection (FD) methods and performance evaluation for PM-FD methods.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer Vieweg
Año de publicación
2016
Idioma
Inglés
ISBN 10 
3658159707
ISBN 13 
9783658159702
Encuadernación
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Número de edición
1
Número de páginas
176
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

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Darmstadt
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Alemania

Otras ediciones populares con el mismo título

9783658159726: Performance Assessment for Process Monitoring and Fault Detection Methods

Edición Destacada

ISBN 10:  3658159723 ISBN 13:  9783658159726
Editorial: Springer Vieweg, 2016
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