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A dynamic programming policy improvement approach to the development of maintenance policies for 2-phase systems with ageing

机译:动态编程策略改进方法,用于制定带有老化的两相系统的维护策略

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摘要

The deterioration observed in many industrial systems may be modeled in two phases. In the first phase, a period during which the system operates fault free ends with entry into a worn state. In the second phase, the system spends time in the worn state prior to failure. Should the system be found to be in the worn state upon inspection, failure can be pre-empted by preventive maintenance. Transitions into the worn state occur more frequently as the system ages, as does the cost of maintaining the system. The goal of analysis is the design of cost-effective policies for the inspection, maintenance, and renewal of such systems. The paper extends previous work by offering a choice between a (cheap) repair and a (more expensive) renewal of the system, should it be found to be in the worn state upon inspection. The decision-maker may also renew the system at any time without inspection. We propose simple, cost effective heuristic policies, whose design avoids the computational complexities of a full dynamic programming (DP) solution. The closeness to optimality of these policies is investigated, as is their sensitivity to parameter misspecification. A numerical investigation identifies cases for which the inclusion of the repair option is most advantageous.
机译:在许多工业系统中观察到的恶化可以分为两个阶段进行建模。在第一阶段中,系统无故障运行的时间段随着进入磨损状态而结束。在第二阶段,系统在故障之前花费在磨损状态下的时间。如果在检查时发现系统处于磨损状态,则可以通过预防性维护来避免出现故障。随着系统的老化,过渡到磨损状态的频率越来越高,维护系统的成本也越来越高。分析的目的是设计一种成本有效的策略,以检查,维护和更新此类系统。本文通过检查系统是否处于磨损状态,提供了(廉价)维修和(较昂贵)系统更新之间的选择,从而扩展了以前的工作。决策者也可以在不检查的情况下随时更新系统。我们提出了一种简单,具有成本效益的启发式策略,其设计避免了完整动态编程(DP)解决方案的计算复杂性。研究了这些策略与最优性的接近性,以及它们对参数错误指定的敏感性。数值研究确定了包含维修选项最有利的情况。

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