MMAPs to Model Complex Multi-State Systems with Vacation Policies in the Repair Facility

Pub Date : 2022-07-27 DOI:10.13052/jrss0974-8024.1524
J. E. Ruiz-Castro, Christian Acal
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Abstract

Two complex multi-state systems subject to multiple events are built in an algorithmic and computational way by considering phase-type distributions and Markovian arrival processes with marked arrivals. The internal performance of the system is composed of different degradation levels and internal repairable and non-repairable failures can occur. Also, the system is subject to external shocks that may provoke repairable or non-repairable failure. A multiple vacation policy is introduced in the system for the repairperson. Preventive maintenance is included in the system to improve the behaviour. Two types of task may be performed by the repairperson; corrective repair and preventive maintenance. The systems are modelled, the transient and stationary distributions are built and different performance measures are calculated in a matrix-algorithmic form. Cost and rewards are included in the model in a vector matrix way. Several economic measures are worked out and the net reward per unit of time is used to optimize the system. A numerical example shows that the system can be optimized according to the existence of preventive maintenance and the distribution of vacation time. The results have been implemented computationally with Matlab and R (packages: expm, optim).
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维修厂中具有休假策略的复杂多状态系统建模的MMAP
通过考虑相位类型分布和具有标记到达的马尔可夫到达过程,以算法和计算的方式建立了两个受多个事件影响的复杂多状态系统。系统的内部性能由不同的退化水平组成,可能发生内部可修复和不可修复的故障。此外,系统受到外部冲击,可能引发可修复或不可修复的故障。系统中为维修人员引入了多次休假政策。系统中包括预防性维护,以改善行为。维修人员可以执行两种类型的任务;纠正性维修和预防性维护。对系统进行建模,建立瞬态和稳态分布,并以矩阵算法的形式计算不同的性能指标。成本和回报以向量矩阵的方式包含在模型中。制定了若干经济措施,并利用单位时间净报酬对系统进行了优化。算例表明,系统可以根据预防性维护的存在和休假时间的分布进行优化。结果已经用Matlab和R(包:expm,optim)进行了计算实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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