重庆大学学报2024,Vol.47Issue(9):1-13,13.DOI:10.11835/j.issn.1000-582X.2023.106
考虑群组预维修的多目标柔性作业车间调度
Multi-objective flexible job shop scheduling considering group preventive maintenance
摘要
Abstract
The demand for individualized,small batch,and customized products in society can be satisfied by the flexible job shop system,which features numerous equipment,complex process paths,and varying failure frequencies. However,the single machine preventive maintenance approach currently employed to avoid equipment breakdowns increases the number of maintenance activities,maintenance costs,and negatively impacts production operations. To address the problems caused by traditional single machine preventive maintenance,this study proposes the application of a group preventive maintenance approach in the flexible job shop system. A joint mathematical model of group preventive maintenance and multi-objective flexible job shop scheduling is established. To overcome the local search limitations of traditional algorithms,a new multi-objective evolutionary algorithm is designed to solve the multi-objective flexible job shop scheduling problem,and demonstrate the application of the group preventive maintenance strategy in the flexible job shop system. Experimental results show that the designed multi-objective evolutionary algorithm can obtain more optimal solutions,has a faster convergence speed,and achieves better optimal solutions. Compared with the single preventive maintenance method,the group preventive maintenance approach results in fewer maintenance activities,lower maintenance costs,and less impact on production activities. The example results show that the group preventive maintenance time and maintenance cost are reduced by 150% compared with the single preventive maintenance method. The study proposes that the group preventive maintenance approach can be effectively used for the maintenance of production equipment in the semiconductor foundries in the future.关键词
柔性作业车间系统/群组预防性维修/多目标优化算法/半导体设备Key words
flexible job shop system/group preventive maintenance/multi-objective optimization algorithm/semiconductor equipment分类
机械制造引用本文复制引用
李立威,邓蕾,廖雯竹,汤宝平,王义..考虑群组预维修的多目标柔性作业车间调度[J].重庆大学学报,2024,47(9):1-13,13.基金项目
国家重点研发计划资助项目(2020YFB1709800).Supported by National Key R&D Program of China(2020YFB1709800). (2020YFB1709800)