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A differential evolution algorithm for joint replenishment problem using direct grouping and its application

机译:直接分组的联合补货问题差分进化算法及其应用

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摘要

There has been much work in establishing joint replenishment model and designing effective and robust algorithms. Little research has been done by direct grouping methods. In this paper, we present a differential evolution (DE) algorithm that uses direct grouping to solve joint replenishment problem (JRP). Extensive computational experiments are performed to compare the performances of the DE algorithm with results of evolutionary algorithm (GA). The experimental results indicate that the DE algorithm can find a replenishment policy that incurs a lower total cost than the GA. We also conducted a case study to test the proposed DE algorithm for the JRP. The findings suggest that the proposed model is successful in decreasing spare parts ordering costs and holding costs significantly in a power plant.
机译:建立联合补货模型和设计有效且健壮的算法方面已有许多工作。通过直接分组方法进行的研究很少。在本文中,我们提出了一种差分进化(DE)算法,该算法使用直接分组来解决联合补给问题(JRP)。进行了广泛的计算实验,以比较DE算法的性能与进化算法(GA)的结果。实验结果表明,DE算法可以找到一种补货策略,其总成本低于GA。我们还进行了案例研究,以测试针对JRP提出的DE算法。研究结果表明,所提出的模型成功地减少了电厂的备件订购成本并显着降低了持有成本。

著录项

  • 来源
    《Expert Systems》 |2012年第5期|p.429-441|共13页
  • 作者

    Lin Wang; Jing He; Yu-Rong Zeng;

  • 作者单位

    School of Management, Huazhong University of Science & Technology, Wuhan 430074, China;

    School of Management, Huazhong University of Science & Technology, Wuhan 430074, China;

    School of Information Management, Hubei University of Economics, Wuhan 430205, 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

    inventory control; joint replenishment problem; direct grouping; differential evolution;

    机译:库存控制;联合补给问题;直接分组;差异进化;

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