[关键词]
[摘要]
摘要:柔性作业车间系统能满足社会对个性化、小批量及定制化产品的需求,该车间系统具有设备众多、工艺路线复杂、故障频次多等特点,但目前只是采取单机预防性维修策略来避免设备故障,势必会增加维修次数和维修成本、影响生产活动。针对传统单机预防性维修带来的问题,提出将群组预防性维修策略应用于柔性作业车间系统,并建立了群组预防性维修和多目标柔性作业车间联合优化模型。为了克服传统算法局部搜索能力不足的问题,设计了一种新的多目标进化算法求解多目标柔性作业车间调度问题,并展示了如何在柔性作业车间系统应用群组预防性维修。实验结果表明:所设计多目标进化算法能求出更多的最优解、具有更快的收敛速度、且能收敛到更优目标值;群组预防性维修比单机预防性维修有更少的维修次数、更低的维修成本、对生产活动影响更小,算例结果显示群组预防性维修相比于单机预防性维修在维修次数和维修成本方面均降低了150%;并且对将群组预防性维修策略应用于半导体代工厂生产设备的维修进行了展望。
[Key word]
[Abstract]
Abstract: The society’s demand for individualized, small batch and customized products can be satisfied by the flexible job shop system, this workshop system has numerous equipment, complex process paths, and various failure frequencies. However, the single machine preventive maintenance approach is now mainly employed to avoid equipment breakdowns, which is certain to raise the number of maintenance, maintenance costs, and have the negative impact on production operations. To address the problems caused by the traditional single machine preventive maintenance, the group preventive maintenance approach is proposed to apply in the flexible job shop system, and the joint mathematic model of group preventive maintenance and multi-criterion flexible job shop scheduling is established. In order to overcome the problem of insufficient local search ability of traditional algorithms, a new multi-criterion evolutionary algorithm is designed to solve the multi-objective flexible job shop scheduling problem, and to show how to apply the group preventive maintenance strategy in the flexible job shop system. The experimental results show that the designed multi-evolutionary algorithm can obtain more optimal solutions, has faster convergence speed, and can converge to better optimal solutions; compared with the single preventive maintenance method, the group preventive maintenance has fewer maintenance times, lower maintenance costs, and less impact on production activities, the example result show that the group preventive maintenance time and maintenance cost by 150% compared with the single preventive maintenance; and propose the group preventive maintenance approach can be used for the maintenance of production equipment in semiconductor foundries in the future.
[中图分类号]
[基金项目]
国家重点研发计划项目(2020YFB1709800)