Discovering Data-Aware Mode Switching Constraints to Monitor Mode Switching Decisions in Supervisory Control
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Fidge, Colin
Foo, Ernest
Jadidi, Zahra
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Abstract
In a multimode industrial control system (ICS), mode switching decisions have to follow standard operating procedures which are set for the safety of the system based on the operating limitations of equipment. A rich literature can be found on monitoring multimode systems. However, that work is mainly focused on mode identification and monitoring anomalies in the process running under each mode. Instead, we present a data-driven method for monitoring the modes' switching constraints. This work is based on state-transition matrix and decision-tree methods to discover data-driven mode switching conditions. However, our approach is not limited to only threshold based condition learning. To capture data trajectory based conditions we adopt functional data descriptors method. In practical experiments, we showed that our approach can discover anomalous mode switching decisions which can't be discovered by previous multimode process monitoring methods.
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IEEE Transactions on Industrial Informatics
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© 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
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Information and computing sciences
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Hussain, M; Fidge, C; Foo, E; Jadidi, Z, Discovering Data-Aware Mode Switching Constraints to Monitor Mode Switching Decisions in Supervisory Control, IEEE Transactions on Industrial Informatics, 2021