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Joint optimization of preventive maintenance and flexible flowshop sequence-dependent group scheduling considering multiple setups

机译:考虑多个设置的预防性维护和灵活流程序列依赖组调度的联合优化

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摘要

This study focuses on a joint optimization problem regarding preventive maintenance (PM) and non-permutation group scheduling for a flexible flowshop manufacturing cell in order to minimize makespan. A mixed-integer linear programming model for the investigated problem is developed, which features the consideration of multiple setups, the relaxation of group technology assumptions, and the integration of group scheduling and PM. Based on the model, a lower bounding technique is presented to evaluate the quality of solutions. Furthermore, a genetic algorithm (GA) is proposed to improve computational efficiency. In the GA, a threshold-oriented PM policy, a hybrid crossover and a group swap mutation operator are applied. Numerical experiments are conducted on 45 test problems with various scales. The results show that the proposed model can remarkably reduce makespan. Comparative experiments reveal that the GA outperforms CPLEX, particle swarm optimization and cuckoo search with respect to effectiveness and efficiency.
机译:该研究侧重于关于灵活的流程制造单元的预防性维护(PM)和非排放组调度的联合优化问题,以便最小化Makespan。开发了一种用于调查问题的混合整数线性编程模型,其特征在于考虑多个设置,群体技术假设的放松,以及集团调度和PM的集成。基于该模型,提出了较低的限制技术来评估解决方案的质量。此外,提出了一种遗传算法(GA)以提高计算效率。在GA中,应用阈值的PM策略,混合交叉和组交换突变算子。数值实验在45个具有各种尺度的测试问题上进行。结果表明,所提出的模型可以显着减少Mapspan。比较实验表明,GA优于CPLEX,粒子群优化和杜鹃搜索的有效性和效率。

著录项

  • 来源
    《Engineering Optimization》 |2019年第9期|共18页
  • 作者单位

    Shanghai Jiao Tong Univ State Key Lab Mech Syst &

    Vibrat Dept Ind Engn &

    Management Sch Mech Engn Shanghai Peoples R China;

    Univ Michigan Dept Mech Engn Ann Arbor MI 48109 USA;

    Shanghai Jiao Tong Univ State Key Lab Mech Syst &

    Vibrat Dept Ind Engn &

    Management Sch Mech Engn Shanghai Peoples R China;

    Shanghai Jiao Tong Univ State Key Lab Mech Syst &

    Vibrat Dept Ind Engn &

    Management Sch Mech Engn Shanghai Peoples R China;

    Shanghai Jiao Tong Univ State Key Lab Mech Syst &

    Vibrat Dept Ind Engn &

    Management Sch Mech Engn Shanghai Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 工程数学;
  • 关键词

    Flexible flowshop; genetic algorithms; group scheduling; multiple setups; preventive maintenance;

    机译:灵活的流程;遗传算法;组调度;多个设置;预防性维护;

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