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Rules-based heuristic approach for the U-shaped assembly line balancing problem

机译:U型装配线平衡问题的基于规则的启发式方法

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摘要

The type-2 U-shaped assembly line balancing problem is important for many just-in-time manufactures, but an efficient algorithm is not available at present. Thus, in this study, a novel heuristic approach based on multiple rules and an integer programming model is proposed to address this problem. In the proposed approach, three rules are systematically grouped together, i.e., task selection, task assignment, and task exchange rules. The sufficient conditions for implementing the exchange rules are proposed and proved. Thirteen small or medium scale benchmark issues comprising 63 instances were solved, where the computational results demonstrate the efficiency and effectiveness of the proposed method compared with integer programming. The computational results obtained for 18 examples comprising 121 instances demonstrate that the task exchange rules significantly improve the computational accuracy compared with the traditional heuristic. Finally, 30 new standard instances produced by a systematic data generation process were also solved effectively by the proposed approach. The proposed heuristic approach with multiple rules can provide a theoretical basis for other local search algorithms, especially for addressing issues such as the U-Shaped assembly line balancing problem.
机译:2型U形装配线的平衡问题对于许多即时制造商来说很重要,但是目前还没有一种有效的算法。因此,在这项研究中,提出了一种基于多个规则和整数规划模型的新颖启发式方法来解决此问题。在提出的方法中,三个规则被系统地分组在一起,即任务选择,任务分配和任务交换规则。提出并证明了执行交换规则的充分条件。解决了包括63个实例的13个中小型基准问题,其中的计算结果证明了与整数编程相比,该方法的效率和有效性。针对包含121个实例的18个示例获得的计算结果表明,与传统的启发式算法相比,任务交换规则显着提高了计算精度。最后,该方法还有效地解决了由系统数据生成过程产生的30个新标准实例。所提出的具有多个规则的启发式方法可以为其他局部搜索算法提供理论基础,尤其是解决诸如U型装配线平衡问题之类的问题。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2017年第8期|423-439|共17页
  • 作者单位

    College of Science, Wuhan University of Science and Technology, Wuhan 430065, Hubei, China,College of Mechanics and Automation, Wuhan University of Science and Technology, Wuhan 430081, Hubei, China;

    College of Mechanics and Automation, Wuhan University of Science and Technology, Wuhan 430081, Hubei, China;

    School of Computer Science and Information Engineering, Hubei University, Wuhan 430062, Hubei, China;

    School of Computer Science and Information Engineering, Hubei University, Wuhan 430062, Hubei, China;

    Department of Chemical and Biological Engineering, Princeton University, Princeton 08544, NJ, USA;

  • 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

    Heuristic approach; Local search algorithm; Task exchange rule; U-shaped assembly line balancing problem;

    机译:启发式方法;本地搜索算法;任务交换规则;U型流水线平衡问题;

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