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AN OPTIMAL MAINTENANCE STRATEGY FOR MULTI-STATE SYSTEMS BASED ON A SYSTEM LINEAR INTEGRAL EQUATION AND DYNAMIC PROGRAMMING

机译:基于系统线性积分方程和动态规划的多状态系统的最优维护策略

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摘要

An optimal preventive maintenance strategy for multi-state systems based on an integral equation and dynamic programming is described herein. Unlike traditional preventive maintenance strategies, this maintenance strategy is formulated using an integral equation, which can capture the system dynamics and avoid the curse of dimensionality arising from complex semi-Markov processes. The linear integral equation of the system is constructed based on the system kernel. A numerical technique is applied to solve this integral equation and obtain all of the mean elapsed times from each reliable state to each unreliable state. An analytical approach to the optimal preventive maintenance strategy is proposed that maximizes the expected operational time of the system subject to the total maintenance budget based on dynamic programming in which both backward and forward search techniques are used to search for the local optimal solution. Finally, numerical examples concerning two different scales of systems are presented to demonstrate the performance of the strategy in terms of accuracy and efficiency. Moreover a sensitivity analysis is provided to evaluate the robustness of the proposed strategy.
机译:本文描述了基于积分方程和动态编程的多状态系统的最佳预防性维护策略。与传统的预防性维护策略不同,这种维护策略是使用整体方程式制定的,可以捕获系统动态,避免复杂半马尔可夫过程中产生的维度诅咒。基于系统内核构建系统的线性积分方程。应用数值技术来解决该积分方程,并从每个可靠状态达到每个不可靠状态的所有平均时间。提出了一种对最佳预防性维护策略的分析方法,以基于动态编程,最大化系统的预期运行时间,其基于动态编程,其中向前和前进搜索技术用于搜索本地最佳解决方案。最后,提出了关于两个不同的系统尺度的数值例子以展示在准确性和效率方面的策略的性能。此外,提供了敏感性分析以评估所提出的策略的鲁棒性。

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