Design and implementation of optimal algorithm for shelves handling based on the change of return position of movable shelves

IF 1.8 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Engineering reports : open access Pub Date : 2023-09-17 DOI:10.1002/eng2.12767
Wenbin Yao, Gaiyun Gong
{"title":"Design and implementation of optimal algorithm for shelves handling based on the change of return position of movable shelves","authors":"Wenbin Yao,&nbsp;Gaiyun Gong","doi":"10.1002/eng2.12767","DOIUrl":null,"url":null,"abstract":"<p>A shelf-to-person picking system based on automatic guided vehicles (AGVs) is developed in the mobile shelf warehouse, which can meet the needs of multi batches, small volume and multi variety picking. In this system, the efficiency of picking is affected by Storage location allocation, optimal combination of picking orders, optimization of handling shelves and AGVs scheduling. This article establishes a mathematical model according to the shortest walking distance of AGV in view of the situation that the return position of the shelf can be changed. In this article, a hybrid intelligent algorithm is designed, and its effectiveness is verified by numerical examples. At the same time, the heuristic algorithm and intelligent algorithm were compared in two cases, and the range of intelligent algorithm parameters was analyzed to verify the stability and effectiveness of the algorithm.</p>","PeriodicalId":72922,"journal":{"name":"Engineering reports : open access","volume":null,"pages":null},"PeriodicalIF":1.8000,"publicationDate":"2023-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/eng2.12767","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Engineering reports : open access","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/eng2.12767","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0

Abstract

A shelf-to-person picking system based on automatic guided vehicles (AGVs) is developed in the mobile shelf warehouse, which can meet the needs of multi batches, small volume and multi variety picking. In this system, the efficiency of picking is affected by Storage location allocation, optimal combination of picking orders, optimization of handling shelves and AGVs scheduling. This article establishes a mathematical model according to the shortest walking distance of AGV in view of the situation that the return position of the shelf can be changed. In this article, a hybrid intelligent algorithm is designed, and its effectiveness is verified by numerical examples. At the same time, the heuristic algorithm and intelligent algorithm were compared in two cases, and the range of intelligent algorithm parameters was analyzed to verify the stability and effectiveness of the algorithm.

Abstract Image

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
基于移动货架返回位置变化的货架处理优化算法的设计与实现
在移动货架仓库中开发了一种基于自动导引车(AGVs)的货架到人拣选系统,可满足多批次、小批量和多品种拣选的需求。在该系统中,拣选效率受存储位置分配、拣选订单优化组合、搬运货架优化和 AGV 调度的影响。本文针对货架返回位置可变的情况,根据 AGV 的最短行走距离建立了一个数学模型。本文设计了一种混合智能算法,并通过实例验证了其有效性。同时,在两种情况下比较了启发式算法和智能算法,并分析了智能算法的参数范围,验证了算法的稳定性和有效性。
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
CiteScore
5.10
自引率
0.00%
发文量
0
审稿时长
19 weeks
期刊最新文献
Issue Information Understanding the Effects of Manufacturing Attributes on Damage Tolerance of Additively Manufactured Parts and Exploring Synergy Among Process-Structure-Properties. A Comprehensive Review Issue Information Correction to “The Proof of Concept of Uninterrupted Push-Pull Electromagnetic Propulsion and Energy Conversion Systems for Drones and Planet Landers” Socio-economic impact of solar cooking technologies on community kitchens under different climate conditions: A review
×
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:481959085
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