Data-driven Methods for Fault Localization in Process Technology

Data-driven Methods for Fault Localization in Process Technology

Control systems at production plants consist of a large number of process variables. When detecting abnormal behavior, these variables generate an alarm. Due to the interconnection of the plant's devices the fault can lead to an alarm flood. This again hides the original location of the causing...

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Superior document:Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
:
Kühnert, Christian
Year of Publication:2013
Language:English
Series:Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
Physical Description:1 electronic resource (XVIII, 194 p. p.)
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spelling Kühnert, Christian auth
Data-driven Methods for Fault Localization in Process Technology
KIT Scientific Publishing 2013
1 electronic resource (XVIII, 194 p. p.)
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
Control systems at production plants consist of a large number of process variables. When detecting abnormal behavior, these variables generate an alarm. Due to the interconnection of the plant's devices the fault can lead to an alarm flood. This again hides the original location of the causing device. In this work several data-driven approaches for root cause localization are proposed, compared and combined. All methods analyze disturbed process data for backtracking the propagation path.
English
Time series
Signal processing
Data Mining
System identification
Causality
3-7315-0098-1
language English
format eBook
author Kühnert, Christian
spellingShingle Kühnert, Christian
Data-driven Methods for Fault Localization in Process Technology
Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
author_facet Kühnert, Christian
author_variant c k ck
author_sort Kühnert, Christian
title Data-driven Methods for Fault Localization in Process Technology
title_full Data-driven Methods for Fault Localization in Process Technology
title_fullStr Data-driven Methods for Fault Localization in Process Technology
title_full_unstemmed Data-driven Methods for Fault Localization in Process Technology
title_auth Data-driven Methods for Fault Localization in Process Technology
title_new Data-driven Methods for Fault Localization in Process Technology
title_sort data-driven methods for fault localization in process technology
series Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
series2 Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
publisher KIT Scientific Publishing
publishDate 2013
physical 1 electronic resource (XVIII, 194 p. p.)
isbn 1000036427
3-7315-0098-1
illustrated Not Illustrated
work_keys_str_mv AT kuhnertchristian datadrivenmethodsforfaultlocalizationinprocesstechnology
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hierarchy_parent_title Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
is_hierarchy_title Data-driven Methods for Fault Localization in Process Technology
container_title Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
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