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An enhanced multi-objective JAYA algorithm for U-shaped assembly line balancing considering preventive maintenance scenarios

机译:考虑预防性维护方案的U形装配线平衡增强多目标Jaya算法

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摘要

Given that a U-shaped assembly line is usually regarded as a serial flow production system, preventive maintenance (PM) on machines in any station of the line may lead to stoppage of the whole line and sequentially cause great loss of production cost. To improve production continuity during PM, this paper proposes multiple alternative assignment plans with interchangeable abilities to ascertain the production recovery from changes of line structure. A mixed-integer mathematical model is further formulated to make decisions on alternative assignment plans. In this model, cycle time and total assignment plan alteration cost are minimised simultaneously. And an enhanced JAYA algorithm is developed to obtain well-distributed Pareto frontier solutions effectively and efficiently. The proposed algorithm suggests a similarity-based selection and various crossover/neighbourhood search operators to enhance its search ability for global optima. Numerical experiment results prove the effectiveness of the proposed model and enhanced JAYA. This novel methodology of integration optimisation bridges assembly line balancing and PM, and thus promotes production continuity and achieves economic benefits under maintenance within large-scaled assembly lines in real situations. Furthermore, a real-world case study is conducted to illustrate the significance of this novel methodology.
机译:鉴于U形装配线通常被视为连续流量生产系统,线路任何车站的机器上的预防性维护(PM)可能导致整个线路的停止并顺序地造成生产成本的巨大损失。为了在PM期间提高生产连续性,本文提出了具有可互换能力的多种替代分配计划,可以确定从线结构变化的生产恢复。进一步制定了混合整数数学模型,以制定替代分配计划的决策。在该模型中,循环时间和总分配计划改变成本是同时最小化的。并且开发了一种增强的Jaya算法,以有效且有效地获得良好分布的帕累托前沿解决方案。该算法提出了一种基于相似性的选择和各种交叉/邻域搜索操作员,以增强其全局最优的搜索能力。数值实验结果证明了提出的模型和增强的Jaya的有效性。这种新型集成优化桥梁装配线平衡和PM的方法,从而促进了生产连续性,并在实际情况下在大规模装配线内维护的经济效益。此外,进行了真实的案例研究以说明这种新方法的重要性。

著录项

  • 来源
    《International Journal of Production Research》 |2021年第20期|6146-6165|共20页
  • 作者单位

    Wuhan Univ Sci & Technol Minist Educ Key Lab Met Equipment & Control Technol Wuhan Peoples R China|Wuhan Univ Sci & Technol Hubei Key Lab Mech Transmiss & Mfg Wuhan Peoples R China;

    Wuhan Univ Sci & Technol Minist Educ Key Lab Met Equipment & Control Technol Wuhan Peoples R China|Wuhan Univ Sci & Technol Hubei Key Lab Mech Transmiss & Mfg Wuhan Peoples R China;

    Wuhan Univ Sci & Technol Minist Educ Key Lab Met Equipment & Control Technol Wuhan Peoples R China|Wuhan Univ Sci & Technol Hubei Key Lab Mech Transmiss & Mfg Wuhan Peoples R China;

    Wuhan Univ Sci & Technol Minist Educ Key Lab Met Equipment & Control Technol Wuhan Peoples R China|Wuhan Univ Sci & Technol Hubei Key Lab Mech Transmiss & Mfg Wuhan Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Assembly line balancing; preventive maintenance; JAYA algorithm; multi-objective optimisation; U-shaped;

    机译:装配线平衡;预防性维护;Jaya算法;多目标优化;U形;

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