Process mining for alarm rationalization and fault patterns identification

Ricardo E. Kondo, E. Loures, E. Santos
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引用次数: 7

Abstract

Industries in general need a reliable system for fault identification and alarm management that operators take effective actions to minimize losses and re-establish the normal condition of the processes. A proposal on alarm rationalization is presented, according to the alarm lifecycle management model suggested by the ANSI/ISA-18 standard and based on a process mining technique. It is investigated the applicability of process mining technique for the identification of abnormal behaviors in order to improve an alarm system through its rationalization. Preliminaries results from simulation studies have demonstrated the feasibility of the present proposal. The results show that the use of the process mining technique can provide support on the alarms rationalization.
过程挖掘用于告警合理化和故障模式识别
一般来说,工业需要一个可靠的故障识别和报警管理系统,操作员可以采取有效的措施来减少损失,并重新建立过程的正常状态。根据ANSI/ISA-18标准提出的告警生命周期管理模型,基于过程挖掘技术,提出了一种告警合理化的方案。研究了过程挖掘技术在异常行为识别中的适用性,从而使报警系统合理化。模拟研究的初步结果证明了该方案的可行性。结果表明,过程挖掘技术的应用可以为预警的合理化提供支持。
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