Performance Assessment for Process Monitoring and Fault Detection Methods - Softcover

Zhang, Kai

 
9783658159702: Performance Assessment for Process Monitoring and Fault Detection Methods
Softcover
ISBN 10: 3658159707 ISBN 13: 9783658159702
Verlag: Springer Vieweg, 2016

Inhaltsangabe

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.

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Über die Autorin bzw. den 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.

Von der hinteren Coverseite

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 detectingdifferent 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.

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Verlag
Springer Vieweg
Erscheinungsdatum
2016
Sprache
Englisch
ISBN 10 
3658159707
ISBN 13 
9783658159702
Einband
Taschenbuch
Auflage
1
Anzahl der Seiten
176
Kontakt zum Hersteller
Dt. Universitätsverlag
buchhandel-buch@springer.com

Abraham-Lincoln-Str. 46
Wiesbaden
65198
Deutschland

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9783658159726: Performance Assessment for Process Monitoring and Fault Detection Methods

Vorgestellte Ausgabe

ISBN 10:  3658159723 ISBN 13:  9783658159726
Verlag: Springer Vieweg, 2016
Softcover