Data-driven Methods for Fault Detection and Diagnosis in Chemical Processes

Language: English

Published by Springer London, Springer Nov 2012, 2012

1447111338 / 9781447111337

Series: Book 91 of 167 - Advances in Industrial Control

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This item is printed on demand - Print on Demand Titel. Neuware -Early and accurate fault detection and diagnosis for modern chemical plants can minimise downtime, increase the safety of plant operations, and reduce manufacturing costs. The process-monitoring techniques that have been most effective in practice are based on models constructed almost entirely from process data. The goal of the book is to present the theoretical background and practical techniques for data-driven process monitoring. Process-monitoring techniques presented include: Principal component analysis; Fisher discriminant analysis; Partial least squares; Canonical variate analysis.The text demonstrates the application of all of the data-driven process monitoring techniques to the Tennessee Eastman plant simulator - demonstrating the strengths and weaknesses of each approach in detail. This aids the reader in selecting the right method for his process application. Plant simulator and homework problems in which students apply the process-monitoring techniques to a nontrivial simulated process, and can compare their performance with that obtained in the case studies in the text are included. A number of additional homework problems encourage the reader to implement and obtain a deeper understanding of the techniques.The reader will obtain a background in data-driven techniques for fault detection and diagnosis, including the ability to implement the techniques and to know how to select the right technique for a particular application.Springer-Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 212 pp. Englisch.

Seller Inventory # 9781447111337

Title
Data-driven Methods for Fault Detection and Diagnosis in Chemical Processes
Author
Evan L. Russell
Publisher
Springer London, Springer Nov 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1447111338
ISBN 13
9781447111337
Item weight
330 grams
Dimensions
235x155x12 mm
Series
Book 91 of 167: Advances in Industrial Control

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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