Data Mining and Knowledge Discovery for Process Monitoring and Control

By: Xue Z. Wang

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Hardcover | 15 October 1999

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Hardcover
276 Pages

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24.13 x 24.13 x 2.54

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Modern computer-based control systems are able to collect a large amount of information, display it to operators and store it in databases but the interpretation of the data and the subsequent decision making relies mainly on operators with little computer support. This book introduces developments in automatic analysis and interpretation of process-operational data both in real-time and over the operational history, and describes new concepts and methodologies for developing intelligent, state space-based systems for process monitoring, control and diagnosis. The book brings together new methods and algorithms from process monitoring and control, data mining and knowledge discovery, artificial intelligence, pattern recognition, and causal relationship discovery, as well as signal processing. It also provides a framework for integrating plant operators and supervisors into the design of process monitoring and control systems.

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Published: 11th October 2012

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Introduction	p. 1
Data Mining and Knowledge Discovery - an Overview	p. 13
Data Pre-processing for Feature Extraction, Dimension Reduction and Concept Formation	p. 29
Multivariate Statistical Analysis for Data Analysis and Statistical Control	p. 61
Supervised Learning for Operational Support	p. 85
Unsupervised Learning for Operational State Identification	p. 119
Inductive Learning for Conceptual Clustering and Real-time Process Monitoring	p. 149
Automatic Extraction of Knowledge Rules from Process Operational Data	p. 173
Inferential Models and Software Sensors	p. 193
Concluding Remarks	p. 215
The Continuous Stirred Tank Reactor (CSTR)	p. 217
The Residue Fluid Catalytic Cracking (R-FCC) Process	p. 221
The Methyl Tertiary Butyl Ether (MTBE) Process	p. 227
References	p. 233
Index	p. 249
Table of Contents provided by Blackwell. All Rights Reserved.

Data Mining and Knowledge Discovery for Process Monitoring and Control

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Other Editions and Formats

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