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A Study on the Optimization of Chain Supermarkets’ Distribution Route Based on the Quantum-Inspired Evolutionary Algorithm

机译:基于量子启动进化算法的连锁超市分销路径优化研究

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摘要

The chain supermarket has become a major part of China’s retail industry, and the optimization of chain supermarkets’ distribution route is an important issue that needs to be considered for the distribution center, because for a chain supermarket it affects the logistics cost and the competition in the market directly. In this paper, analyzing the current distribution situation of chain supermarkets both at home and abroad and studying the quantum-inspired evolutionary algorithm (QEA), we set up the mathematical model of chain supermarkets’ distribution route and solve the optimized distribution route throughout QEA. At last, we take Hongqi Chain Supermarket in Chengdu as an example to perform the experiment and compare QEA with the genetic algorithm (GA) in the fields of the convergence, the optimal solution, the search ability, and so on. The experiment results show that the distribution route optimized by QEA behaves better than that by GA, and QEA has stronger global search ability for both a small-scale chain supermarket and a large-scale chain supermarket. Moreover, the success rate of QEA in searching routes is higher than that of GA.
机译:连锁店超市已成为中国零售业的主要部分,连锁超市分销路线的优化是需要考虑的重要问题,因为对于连锁超市,它会影响物流成本和竞争市场直接。本文分析了国内外链超市的当前分布情况,研究了量子启发的进化算法(QEA),我们建立了连锁超市分销路线的数学模型,解决了QEA的优化分布路径。最后,我们在成都采取了洪旗连锁超市作为示例,以执行实验,并比较QEA在收敛,最佳解决方案,搜索能力等领域中的遗传算法(GA)。实验结果表明,QEA优化的分销路线的表现优于GA,QEA对小型连锁超市和大型连锁超市具有更强的全球搜索能力。此外,搜索路线中QEA的成功率高于GA。

著录项

  • 作者

    Bi Liang; Fengmao Lv;

  • 作者单位
  • 年度 2017
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  • 原文格式 PDF
  • 正文语种 eng
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