Performance Estimating in an Innovative AGVs-based Parcel Sorting System Considering the Distribution of Destinations

Lanfang Zi, Benhe Gao
{"title":"Performance Estimating in an Innovative AGVs-based Parcel Sorting System Considering the Distribution of Destinations","authors":"Lanfang Zi, Benhe Gao","doi":"10.1109/CASE48305.2020.9216812","DOIUrl":null,"url":null,"abstract":"With the increasing volume of parcel sorting in the warehouse, it is more and more important to improve the throughput of the warehouse. In this paper, for the parcel sorting system based on AGVs, the throughput of the system is estimated by building an M/M/s queueing model. Considering the distribution of parcel destinations, we divide the warehouse into a popular area and an unpopular area. The popular area is consists of workstations and containers with a circular layout, while the unpopular area is distributed far away from the workstations with grid layout. The throughput of the system is estimated by estimating the completion time of sorting a parcel by an AGV. In order to find out the number of AGV in two areas, we design a heuristic search algorithm. Through the numerical experiments, we analyze the influence of the circular sorting probability, the number of AGVs, the number of workstations, and the layout of containers on the system throughput. This study can provide some valuable insights for practical work.","PeriodicalId":212181,"journal":{"name":"2020 IEEE 16th International Conference on Automation Science and Engineering (CASE)","volume":"105 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE 16th International Conference on Automation Science and Engineering (CASE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CASE48305.2020.9216812","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

With the increasing volume of parcel sorting in the warehouse, it is more and more important to improve the throughput of the warehouse. In this paper, for the parcel sorting system based on AGVs, the throughput of the system is estimated by building an M/M/s queueing model. Considering the distribution of parcel destinations, we divide the warehouse into a popular area and an unpopular area. The popular area is consists of workstations and containers with a circular layout, while the unpopular area is distributed far away from the workstations with grid layout. The throughput of the system is estimated by estimating the completion time of sorting a parcel by an AGV. In order to find out the number of AGV in two areas, we design a heuristic search algorithm. Through the numerical experiments, we analyze the influence of the circular sorting probability, the number of AGVs, the number of workstations, and the layout of containers on the system throughput. This study can provide some valuable insights for practical work.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
考虑目的地分布的创新agv包裹分拣系统性能评估
随着仓库中包裹分拣量的不断增加,提高仓库的吞吐量变得越来越重要。本文针对基于agv的包裹分拣系统,通过建立M/M/s排队模型来估计系统的吞吐量。考虑到包裹目的地的分布,我们将仓库划分为热门区域和非热门区域。受欢迎的区域由工作站和容器组成,采用圆形布局,而不受欢迎的区域分布在远离工作站的地方,采用网格布局。通过估计AGV分拣包裹的完成时间来估计系统的吞吐量。为了找出两个区域的AGV数量,我们设计了一种启发式搜索算法。通过数值实验,分析了循环分拣概率、agv数量、工作站数量和集装箱布局对系统吞吐量的影响。本研究可以为实际工作提供一些有价值的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
P-SaaS: knowledge service oriented manufacturing workflow model for knowledge collaboration and reuse* Anomaly detection and prediction in discrete manufacturing based on cooperative LSTM networks Weak Scratch Detection of Optical Components Using Attention Fusion Network Industrial Blockchain of Things: A Solution for Trustless Industrial Data Sharing and Beyond ACBI: An Alternating Clustering and Bayesian Inference approach for optimizing medical intervention budget under chance constraints
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1