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Determining the optimal production-maintenance policy of a parallel production system with stochastically interacted yield and deterioration

机译:确定具有随机相互作用的产量和劣化的平行生产系统的最优生产-维护策略

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摘要

In this paper, we study the integrated production-maintenance optimization problem of a multi-component deteriorating machine. The deterioration of each component is described by a discrete-time Markov chain with finite state space. To meet a constant demand, production planning is scheduled based on the system deterioration and the inventory level. We consider the mutual dependence between the production and the system deterioration. For each component, its deterioration transition probabilities depends on its own characteristics and its production quantity. Production yield is stochastically decreasing with the system deterioration. Maintenance is scheduled immediately if at least one component failure occurs. Otherwise, the decision-maker need to determine whether to schedule a preventive maintenance or to continue producing. We formulate the problem into a Markov decision process framework. The total discounted costs including the production costs, maintenance costs and holding/backlogging costs in the infinite horizon is obtained. Some structural properties of the optimal policy with respect to the machine condition, the inventory level are presented under mild conditions. The proposed model is further examined by a numerical example, where the properties of the production and maintenance planning and the corresponding cost are investigated. It can provide theoretical reference in managing the production and maintenance problems in multiple production lines.
机译:本文研究了多组分劣化机的产维一体化优化问题。每个组件的劣化由具有有限状态空间的离散时间马尔可夫链描述。为了满足持续的需求,根据系统劣化和库存水平安排生产计划。我们考虑了生产和系统恶化之间的相互依赖关系。对于每种成分,其劣化转变概率取决于其自身特性和生产数量。随着系统的恶化,产量随机下降。如果至少发生一个组件故障,则立即安排维护。否则,决策者需要确定是安排预防性维护还是继续生产。我们将问题表述为马尔可夫决策过程框架。得到包括生产成本、维护成本和持有/积压成本在内的总贴现成本。在温和的条件下,呈现了与机器状况、库存水平相关的最佳策略的一些结构特性。通过数值算例进一步检验了所提出的模型,其中研究了生产和维护计划的特性以及相应的成本。可为多条生产线的生产和维护问题管理提供理论参考。

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