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2008 | Buch

Diagnosis of Process Nonlinearities and Valve Stiction

Data Driven Approaches

verfasst von: Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Verlag: Springer Berlin Heidelberg

Buchreihe : Advances in Industrial Control

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Über dieses Buch

were published in the series as the contributed volume, Process Control Performance Assessment: From Theory to Implementation with Andrzej Ordys, Damian Uduehi, and Michael Johnson as Editors (ISBN 978-1-84628-623-0, 2007). Along with this good progress in process controller assessment methods, researchers have also been investigating techniques to diagnose what is causing the process or control loop degradation. This requires the use of on-line data to identify faults via new diagnostic indicators of typical process problems. A significant focus of some of this research has been the issue of valve problems; a research direction that has been motivated by some industrial statistics that show up to 40% of control loops having performance degradation attributable to valve problems. Shoukat Choudhury, Sirish Shah, and Nina Thornhill have been very active in this research field for a number of years and have written a coherent and consistent presentation of their many research results as this monograph, Diagnosis of Process Nonlinearities and Valve Stiction. The Advances in Industrial Control series is pleased to welcome this new and substantial contribution to the process diagnostic literature. The reader will find the exploitation of the extensive process data archives created by today’s process computer systems one theme in the monograph. From another viewpoint, the use of higher-order statistics could be considered to provide a continuing link to the earlier methods of the statistical process control paradigm.

Inhaltsverzeichnis

Frontmatter

Introduction

Frontmatter
Chapter 1. Introduction
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Higher-Order Statistics

Frontmatter
Chapter 2. Higher-Order Statistics: Preliminaries
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 3. Bispectrum and Bicoherence
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Data Quality – Compression and Quantization

Frontmatter
Chapter 4. Impact of Data Compression and Quantization on Data-Driven Process Analyses
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Nonlinearity and Control Performance

Frontmatter
Chapter 5. Measures of Nonlinearity – A Review
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 6. Linear or Nonlinear? A Bicoherence-Based Measure of Nonlinearity
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 7. A Nonlinearity Measure Based on Surrogate Data Analysis
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 8. Nonlinearities in Control Loops
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 9. Diagnosis of Poor Control Performance
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Control Valve Stiction~– Definition, Modelling, Detection and Quantification

Frontmatter
Chapter 10. Different Types of Faults in Control Valves
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 11. Stiction: Definition and Discussions
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 12. Physics-Based Model of Control Valve Stiction
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chaptaer 13. Data-Driven Model of Valve Stiction
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 14. Describing Function Analysis
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 15. Automatic Detection and Quantification of Valve Stiction
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 16. Industrial Applications of the Stiction Quantification Algorithm
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chaptaer 17. Confirming Valve Stiction
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill

Plant-wide Oscillations – Detection and Diagnosis

Frontmatter
Chapter 18. Detection of Plantwide Oscillations
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Chapter 19. Diagnosis of Plant-wide Oscillations
Shoukat M. A. A. Choudhury, Sirish L. Shah, Nina F. Thornhill
Backmatter
Metadaten
Titel
Diagnosis of Process Nonlinearities and Valve Stiction
verfasst von
Shoukat M. A. A. Choudhury
Sirish L. Shah
Nina F. Thornhill
Copyright-Jahr
2008
Verlag
Springer Berlin Heidelberg
Electronic ISBN
978-3-540-79224-6
Print ISBN
978-3-540-79223-9
DOI
https://doi.org/10.1007/978-3-540-79224-6

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