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Optimization of system reliability in multi-factory production networks by maintenance approach

机译:通过维护方法优化多工厂生产网络中的系统可靠性

摘要

Maintaining the reliability of a system is one of the most critical and challenging tasks for factories during production. A reliable system is not only significant for improving a system's productivity and products quality, but worth even more in multi-factory production because the failure of one entity may induce a vigorous chain reaction to the others. Maintaining the reliability in an acceptable level requires an optimal maintenance strategy and planning for each entity in the network. The objective of this paper is to propose a double tier genetic algorithm approach for multi-factory production networks, aiming to keep the system's reliability in a defined acceptable level, and minimize the makespan of the jobs. The optimization algorithm simultaneously schedules perfect and imperfect maintenance during the process of distributed scheduling. The optimization reliability of the proposed algorithm is demonstrated through three numerical examples, including its ability to maintain the system's reliability in a defined acceptable level, the relationship of the acceptance level to production scheduling, and that of the machine age reduction factors to production scheduling.
机译:维护系统的可靠性是工厂在生产过程中最关键和最具挑战性的任务之一。可靠的系统不仅对于提高系统的生产率和产品质量具有重要意义,而且在多工厂生产中更有价值,因为一个实体的故障可能会引起对另一个实体的剧烈连锁反应。将可靠性维持在可接受的水平要求最佳的维护策略,并为网络中的每个实体进行规划。本文的目的是为多工厂生产网络提出一种双层遗传算法方法,旨在将系统的可靠性保持在定义的可接受水平,并最大程度地减少作业的工期。优化算法在分布式调度过程中同时调度完善和不完善的维护。通过三个数值示例证明了该算法的优化可靠性,包括将系统的可靠性维持在定义的可接受水平,验收水平与生产计划的关系以及机器寿命降低因素与生产计划的关系的能力。

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