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基于负载量均衡的AGV快递分拣系统布局优化
引用本文:张得志,肖博文,徐巍. 基于负载量均衡的AGV快递分拣系统布局优化[J]. 铁道科学与工程学报, 2021, 18(2): 509-515. DOI: 10.19713/j.cnki.43-1423/u.T20200392
作者姓名:张得志  肖博文  徐巍
作者单位:中南大学 交通运输工程学院,湖南长沙 410075;中南大学 交通运输工程学院,湖南长沙 410075;中南大学 交通运输工程学院,湖南长沙 410075
基金项目:国家重点研发计划资助项目;国家自然科学基金面上资助项目
摘    要:随着我国AGV快递分拣系统中物流量不断增加,优化AGV快递分拣系统布局,成为提高其分拣系统效率的关键.首先,在分析造成基于AGV分拣系统拥堵的关键影响因素基础上,研究基于AGV快递分拣系统中取货口和投递口布局优化问题,构建相应的整数规划优化模型,该优化模型以整个分拣系统负载量均衡为优化目标.其次,针对该优化模型特征设计...

关 键 词:快递分拣  布局优化  负载均衡  遗传算法  案例分析

Layout optimization of AGV express parcels sorting system based on load balancing
ZHANG Dezhi,XIAO Bowen,XU Wei. Layout optimization of AGV express parcels sorting system based on load balancing[J]. Journal of Railway Science and Engineering, 2021, 18(2): 509-515. DOI: 10.19713/j.cnki.43-1423/u.T20200392
Authors:ZHANG Dezhi  XIAO Bowen  XU Wei
Affiliation:(School of Traffic&Transportation Engineering,Central South University,Changsha 410075,China)
Abstract:With the increase of logistics demand in the AGV express parcel sorting system,layout optimization of the AGV express sorting system has become a key to improving logistics efficiency.First,based on the analysis of the main reasons that lead to congestion in the AGV express parcel sorting system,this paper investigated the layout optimization of the pick-up and delivery ports of the AGV express parcel sorting system.An integer programming optimization model is proposed,which aims to improve the balance of the load of sort system.Moreover,we address the corresponding improved genetic algorithm to solve the above optimization model.Finally,a case study of express sorting center is given to justify the validity of the optimization model and its corresponding algorithm.The findings show that:(1)The improved genetic algorithm can effectively reduce the loads standard deviations of the system.(2)Compared with the bidirectional four-station layout strategy,the loads standard deviations of the proposed four-direction four-station layout strategy and the diagonal four-station layout strategy are reduced by 22.89%and 55.7%respectively.
Keywords:express parcels sorting  layout optimization  load balancing  genetic algorithm  case study
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