Residual life modeling and maintenance planning for repairable systems

IF 1.9 3区 工程技术 Q3 MANAGEMENT IMA Journal of Management Mathematics Pub Date : 2024-03-11 DOI:10.1093/imaman/dpae005
Reza Ahmadi, Amirhossein Sobhani, Zohreh Rasaei
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Abstract

This paper formulates a state-dependent mean residual lifetime model (SDMRL) for a repairable system operating in a dynamic environment. The problem is addressed by means of a two-state damage process reflecting the effect of operating environment on the system and a repair process associated with the damage process. As the damage process shifts to a higher state, to maintain a minimum level of performance, the decision maker repairs the system at times that arise according to a point process with a constant intensity. We demonstrate the generality of the proposed model and show how existing models emerge as specific cases. Our approach stimulates further research on the determination of two types of maintenance policies: maintenance policy based on the number of imperfect repairs (Model I) and time-based maintenance policy (Model II). In both cases, using the renewal reward theorem argument, we aim at minimizing the long-run average maintenance cost per unit time by determining optimal replacement policies and the optimal level of imperfect repairs. We illustrate the proposed models and carry out a comparative analysis of maintenance policies through numerical examples. The main conclusions drawn are that repair and maintenance policies depend on the failure mechanism, repair frequency and the level of costs involved. Also, numerical comparison shows that the maintenance modeling based on the number of imperfect repairs (model I) outperforms the time-based replacement model (model II) and two baseline models ignoring the effect of operating environment or whose attention is restricted to perfect repair.
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可修复系统的剩余寿命建模和维护规划
本文针对在动态环境中运行的可修复系统,提出了与状态相关的平均残余寿命模型(SDMRL)。该问题通过反映运行环境对系统影响的双状态损坏过程以及与损坏过程相关的修复过程来解决。随着损坏过程向更高的状态转变,为了保持最低水平的性能,决策者会根据强度恒定的点过程,在出现的时间修复系统。我们展示了所提模型的通用性,并说明了现有模型是如何作为特定案例出现的。我们的方法激发了对两类维护政策的进一步研究:基于不完善维修次数的维护政策(模型 I)和基于时间的维护政策(模型 II)。在这两种情况下,我们利用更新奖励定理的论证,通过确定最佳更换政策和最佳不完善维修水平,使单位时间内的长期平均维护成本最小化。我们通过数值示例说明了所提出的模型,并对维护政策进行了比较分析。得出的主要结论是,维修和维护政策取决于故障机制、维修频率和所涉及的成本水平。此外,数值比较表明,基于不完全维修次数的维护模型(模型 I)优于基于时间的更换模型(模型 II)和两个忽略运行环境影响或只关注完全维修的基线模型。
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来源期刊
IMA Journal of Management Mathematics
IMA Journal of Management Mathematics OPERATIONS RESEARCH & MANAGEMENT SCIENCE-MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
CiteScore
4.70
自引率
17.60%
发文量
15
审稿时长
>12 weeks
期刊介绍: The mission of this quarterly journal is to publish mathematical research of the highest quality, impact and relevance that can be directly utilised or have demonstrable potential to be employed by managers in profit, not-for-profit, third party and governmental/public organisations to improve their practices. Thus the research must be quantitative and of the highest quality if it is to be published in the journal. Furthermore, the outcome of the research must be ultimately useful for managers. The journal also publishes novel meta-analyses of the literature, reviews of the "state-of-the art" in a manner that provides new insight, and genuine applications of mathematics to real-world problems in the form of case studies. The journal welcomes papers dealing with topics in Operational Research and Management Science, Operations Management, Decision Sciences, Transportation Science, Marketing Science, Analytics, and Financial and Risk Modelling.
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