A fault location strategy based on information fusion and CODAS algorithm under epistemic uncertainty

IF 2.2 3区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY
R. Duan, Li Chen, Jiejun He, Shujuan Huang
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引用次数: 0

Abstract

Application of new technology in modern systems not only substantially improves the performance, but also presents a severe challenge to fault location of these systems. This paper presents a new fault location strategy for maintenance personnel to recover them based on information fusion and improved CODAS algorithm. Firstly, a fault tree is adopted to develop the failure model of a complex system, and failure probability of components is determined by expert evaluations to handle the uncertainty problem. Moreover, a fault tree is converted into an evidence network to obtain importance degrees, which are used to construct a diagnostic decision table together with the risk priority number. Additionally, these results are updated to optimize the maintenance process using sensor information. A novel dynamic location strategy is designed based on interval CODAS algorithm and optimal fault location strategy can be obtained. Finally, a real system is analyzed to demonstrate the feasibility of the proposed maintenance strategy.
认知不确定性下基于信息融合和CODAS算法的故障定位策略
新技术在现代系统中的应用不仅大大提高了系统的性能,而且对系统的故障定位提出了严峻的挑战。提出了一种基于信息融合和改进CODAS算法的维修人员故障定位策略。首先,采用故障树建立复杂系统的故障模型,通过专家评估确定部件的失效概率,处理不确定性问题;将故障树转化为证据网络,得到重要度,并与风险优先级数一起构建诊断决策表。此外,使用传感器信息更新这些结果以优化维护过程。基于区间CODAS算法设计了一种新的动态定位策略,得到了最优故障定位策略。最后,通过对一个实际系统的分析,验证了所提维护策略的可行性。
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来源期刊
CiteScore
5.70
自引率
24.00%
发文量
55
审稿时长
3 months
期刊介绍: The quarterly Eksploatacja i Niezawodność – Maintenance and Reliability publishes articles containing original results of experimental research on the durabilty and reliability of technical objects. We also accept papers presenting theoretical analyses supported by physical interpretation of causes or ones that have been verified empirically. Eksploatacja i Niezawodność – Maintenance and Reliability also publishes articles on innovative modeling approaches and research methods regarding the durability and reliability of objects.
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