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Data-Driven Fault Detection for Industrial Processes

Canonical Correlation Analysis and Projection Based Methods

Language EnglishEnglish
Book Paperback
Book Data-Driven Fault Detection for Industrial Processes Zhiwen Chen
Libristo code: 15497388
Publishers Springer Fachmedien Wiesbaden, January 2017
Zhiwen Chen aims to develop advanced fault detection (FD) methods for the monitoring of industrial p... Full description
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Zhiwen Chen aims to develop advanced fault detection (FD) methods for the monitoring of industrial processes. With the ever increasing demands on reliability and safety in industrial processes, fault detection has become an important issue. Although the model-based fault detection theory has been well studied in the past decades, its applications are limited to large-scale industrial processes because it is difficult to build accurate models. Furthermore, motivated by the limitations of existing data-driven FD methods, novel canonical correlation analysis (CCA) and projection-based methods are proposed from the perspectives of process input and output data, less engineering effort and wide application scope. For performance evaluation of FD methods, a new index is also developed.

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About the book

Full name Data-Driven Fault Detection for Industrial Processes
Author Zhiwen Chen
Language English
Binding Book - Paperback
Date of issue 2017
Number of pages 112
EAN 9783658167554
ISBN 3658167556
Libristo code 15497388
Publishers Springer Fachmedien Wiesbaden
Weight 1806
Dimensions 148 x 210 x 8

Categories

Technology, Engineering, Agriculture > Mechanical engineering & materials > Production engineering > Reliability engineering
Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering
Technology, Engineering, Agriculture > Technology: general issues > Engineering: general
Technology, Engineering, Agriculture > Technology: general issues > Maths for engineers
Technology, Engineering, Agriculture > Industrial chemistry & manufacturing technologies
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