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Multi-state Deteriorating System Dependability with Maintenance Using Monte Carlo Simulation

机译:使用蒙特卡洛模拟进行维护的多状态恶化系统可靠性

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In this paper a multi-state deteriorating system in which condition based preventive maintenance is performed in order to improve its availability and performance, is modeled and studied extensively. The system experiences various states of deterioration before a total failure occurs. At each deterioration state an inspection is carried out at constant intervals in order to check if the system should undergo any preventive maintenance, either minimal or major. Different predefined levels of deterioration are settled which indicate the states where minimal and major maintenance start to take place. When, despite maintenance the system fails, a repair procedure is triggered and after its completion, the system returns to its initial perfect state. The proposed model incorporates also imperfect maintenance, either minimal or major, failed maintenance and sudden failures that may occur mostly due to external factors at any deterioration state. A model with general sojourn time distribution is proposed and thus a semi-Markov process is used to model system's evolution in time. The transient availability, the reliability and the operational cost at any given time instant t are estimated using Monte Carlo simulation instead of analytical computation which in most cases is very difficult or even infeasible.
机译:在本文中,对多状态恶化系统进行了建模和广泛研究,在该系统中进行了基于状态的预防性维护以提高其可用性和性能。在发生完全故障之前,系统会经历各种退化状态。在每种恶化状态下,均应定期进行检查,以检查系统是否应进行任何预防性维护,无论是小型维护还是大型维护。确定了不同的预定义恶化级别,这些级别指示开始进行最少维护和主要维护的状态。当尽管进行了维护但系统仍然发生故障时,将触发修复过程,并且在完成修复过程后,系统将返回到其初始完美状态。所提出的模型还包括不完善的维护,无论是最小维护还是大型维护,失败的维护以及突然的故障,这些故障可能主要是由于处于任何恶化状态的外部因素引起的。提出了具有一般停留时间分布的模型,因此使用半马尔可夫过程对系统的时间演化进行建模。在任何给定时刻t的瞬态可用性,可靠性和运营成本都是使用蒙特卡罗模拟而不是分析计算来估算的,在大多数情况下,分析计算是非常困难的,甚至是不可行的。

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