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基于事件关联的多事件组合维护模型。

A multi-event combination maintenance model based on event correlation.

机构信息

School of Reliability and Systems Engineering, Beihang University, Beijing, China.

State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China.

出版信息

PLoS One. 2018 Nov 26;13(11):e0207390. doi: 10.1371/journal.pone.0207390. eCollection 2018.

Abstract

Due to the complexity of large production systems, maintenance events are diverse, simultaneous and dynamic. Appropriate maintenance management of complex large production systems can guarantee high availability and save maintenance costs. However, current maintenance decision-making methods mainly focus on the maintenance events of single-components and series connection multi-components; little research pays attention to the combination maintenance of different maintenance events. Therefore, this paper proposes a multi-event combination maintenance model based on event correlation. First, the maintenance downtime and cost of three types of maintenance events under different maintenance beginning times and degrees are analysed. Then, shared maintenance downtime and cost models are established by maintenance event correlations. In addition, a multi-event combination maintenance model is constructed to achieve the goal of the highest availability and the lowest cost rate in both the decision-making cycle and the remaining life. Moreover, a particle swarm optimization algorithm based on interval segmentation for model solving is designed. Finally, a numerical example is presented to illustrate the model.

摘要

由于大型生产系统的复杂性,维护事件具有多样性、同时性和动态性。对复杂的大型生产系统进行适当的维护管理可以保证高可用性并节省维护成本。然而,目前的维护决策方法主要集中在单一组件和串联多组件的维护事件上,很少关注不同维护事件的组合维护。因此,本文提出了一种基于事件相关性的多事件组合维护模型。首先,分析了不同维护开始时间和程度下三种维护事件的维护停机时间和成本。然后,通过维护事件相关性建立共享维护停机时间和成本模型。此外,构建了一个多事件组合维护模型,以在决策周期和剩余寿命内实现最高可用性和最低成本率的目标。此外,还设计了一种基于区间分割的粒子群优化算法来求解模型。最后,通过数值算例说明了模型的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3656/6261041/da13727ca624/pone.0207390.g001.jpg

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