Data-driven Methods for Fault Localization in Process Technology

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ISBN: 3731500981
ISBN 13: 9783731500988
Autor: Kühnert, Christian
Verlag: Karlsruher Institut für Technologie
Umfang: 224 S., 51 farbige Illustr.
Erscheinungsdatum: 22.05.2014
Auflage: 1/2014
Format: 1.5 x 21 x 14.8
Gewicht: 331 g
Produktform: Kartoniert
Einband: Kartoniert

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.

Beschreibung

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.

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