Order picking and storage optimisation in a warehouse using agent-based modelling

P. Raghuram, S. Anuj Jain, Souryadeep Mazumder
{"title":"Order picking and storage optimisation in a warehouse using agent-based modelling","authors":"P. Raghuram, S. Anuj Jain, Souryadeep Mazumder","doi":"10.1504/ijor.2023.133745","DOIUrl":null,"url":null,"abstract":"Warehouse management is an integral part of the supply chain and optimisation of warehouse operations can minimise redundant movements of pickers and can reduce processing time, thereby maximising the profits. In this paper, our objective is to develop a simulation model to find the optimal number of forklifts and arrival rate of goods by considering various factors like distance travelled by pickers, picker utilisation, storage and retrieval times. The warehouse layout is found through the number of racks, number of vertical levels and aisle width using genetic algorithm in MATLAB. The objective function is to minimise the total operational costs considering space and arrival constraints. The warehouse design parameters after optimisation are used in the simulation model to develop a new layout. The number of pickers and arrival rate of goods is obtained, analysed and compared. It is observed that further reduction in the aforementioned factors are obtained.","PeriodicalId":35451,"journal":{"name":"International Journal of Operational Research","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Operational Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1504/ijor.2023.133745","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Decision Sciences","Score":null,"Total":0}
引用次数: 0

Abstract

Warehouse management is an integral part of the supply chain and optimisation of warehouse operations can minimise redundant movements of pickers and can reduce processing time, thereby maximising the profits. In this paper, our objective is to develop a simulation model to find the optimal number of forklifts and arrival rate of goods by considering various factors like distance travelled by pickers, picker utilisation, storage and retrieval times. The warehouse layout is found through the number of racks, number of vertical levels and aisle width using genetic algorithm in MATLAB. The objective function is to minimise the total operational costs considering space and arrival constraints. The warehouse design parameters after optimisation are used in the simulation model to develop a new layout. The number of pickers and arrival rate of goods is obtained, analysed and compared. It is observed that further reduction in the aforementioned factors are obtained.
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
使用基于代理的建模对仓库中的订单挑选和存储进行优化
仓库管理是供应链的一个组成部分,优化仓库操作可以最大限度地减少拣选人员的冗余移动,减少处理时间,从而最大限度地提高利润。在本文中,我们的目标是开发一个仿真模型,通过考虑各种因素,如拾取器行驶距离,拾取器利用率,存储和检索时间,来找到最佳的叉车数量和货物到达率。利用MATLAB中的遗传算法,通过货架数量、垂直层数和通道宽度来确定仓库布局。目标函数是考虑空间和到达限制,使总运营成本最小化。将优化后的仓库设计参数应用到仿真模型中,进行新的布局设计。取货员的数量和货物到达率得到,分析和比较。可以看到,上述因素得到了进一步的减少。
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
International Journal of Operational Research
International Journal of Operational Research Decision Sciences-Management Science and Operations Research
CiteScore
1.50
自引率
0.00%
发文量
57
期刊介绍: IJOR is a fully refereed journal generally covering new theory and application of operations research (OR) techniques and models that include inventory, queuing, transportation, game theory, scheduling, project management, mathematical programming, decision-support systems, multi-criteria decision making, artificial intelligence, neural network, fuzzy logic, expert systems, and simulation. New theories and applications of operations research models are welcome to IJOR. Modelling and optimisation have become an essential function of researchers and practitioners in a networked global economy. New theory development in operations research and their applications in new economy and society have been limited.
期刊最新文献
Impact of Time-Dependent Environmental Factor on Software Release Planning Optimal warehouse location and size in practice Optimal Inventory and Pricing for EOQ Inventory Models with Price-Dependent Demand and Exponential Demand Interaction Model Development in Determining House Prices by Using Goal Programming Data Mining Techniques and Mathematical Models for the Optimal Problem at a State Public University
×
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