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Semi-Markov Modeling Approach for Deteriorating Systems with Preventive Maintenance

机译:具有预防性维护的退化系统的半马尔可夫建模方法

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摘要

Software systems experience gradual performance degradation despite of which they are required to perform service, though at a degraded level. Different preventive and corrective techniques (restart, rejuvenation etc.) have been applied to restore efficient service of the system. In this paper, we model the process of degradation together with the corrective actions of minimal repair, major repair and restart technique via a semi-Markov process. In addition, at the lower level, we propose a performance model to study the impact of load on degradation, using Markov reward models. Closed-form solution for the dependability of the system in terms of availability, reliability and maintainability are obtained. The proposed model is also compared with an existing model. The analysis conducted, using numerical results, indicates the efficiency of our approach.
机译:尽管软件系统处于降级的水平,但是它们却经历了逐渐的性能降级,尽管它们需要执行服务。已经应用了不同的预防和纠正技术(重新启动,恢复活力等)来恢复系统的有效服务。在本文中,我们通过半马尔可夫过程对退化过程以及最小修复,大修和重启技术的纠正措施进行建模。此外,在较低的层次上,我们提出了一个性能模型,以使用马尔可夫奖赏模型来研究负载对退化的影响。获得了有关可用性,可靠性和可维护性方面的系统可靠性的封闭式解决方案。还将所提出的模型与现有模型进行比较。使用数值结果进行的分析表明了我们方法的有效性。

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