Collaborative algorithm of workpiece scheduling and AGV operation in flexible workshop

Wenlong Cheng, Wenjun Meng
{"title":"Collaborative algorithm of workpiece scheduling and AGV operation in flexible workshop","authors":"Wenlong Cheng, Wenjun Meng","doi":"10.1108/ria-11-2022-0266","DOIUrl":null,"url":null,"abstract":"\nPurpose\nThis study aims to solve the problem of job scheduling and multi automated guided vehicle (AGV) cooperation in intelligent manufacturing workshops.\n\n\nDesign/methodology/approach\nIn this study, an algorithm for job scheduling and cooperative work of multiple AGVs is designed. In the first part, with the goal of minimizing the total processing time and the total power consumption, the niche multi-objective evolutionary algorithm is used to determine the processing task arrangement on different machines. In the second part, AGV is called to transport workpieces, and an improved ant colony algorithm is used to generate the initial path of AGV. In the third part, to avoid path conflicts between running AGVs, the authors propose a simple priority-based waiting strategy to avoid collisions.\n\n\nFindings\nThe experiment shows that the solution can effectively deal with job scheduling and multiple AGV operation problems in the workshop.\n\n\nOriginality/value\nIn this paper, a collaborative work algorithm is proposed, which combines the job scheduling and AGV running problem to make the research results adapt to the real job environment in the workshop.\n","PeriodicalId":501194,"journal":{"name":"Robotic Intelligence and Automation","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Robotic Intelligence and Automation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/ria-11-2022-0266","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose This study aims to solve the problem of job scheduling and multi automated guided vehicle (AGV) cooperation in intelligent manufacturing workshops. Design/methodology/approach In this study, an algorithm for job scheduling and cooperative work of multiple AGVs is designed. In the first part, with the goal of minimizing the total processing time and the total power consumption, the niche multi-objective evolutionary algorithm is used to determine the processing task arrangement on different machines. In the second part, AGV is called to transport workpieces, and an improved ant colony algorithm is used to generate the initial path of AGV. In the third part, to avoid path conflicts between running AGVs, the authors propose a simple priority-based waiting strategy to avoid collisions. Findings The experiment shows that the solution can effectively deal with job scheduling and multiple AGV operation problems in the workshop. Originality/value In this paper, a collaborative work algorithm is proposed, which combines the job scheduling and AGV running problem to make the research results adapt to the real job environment in the workshop.
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
柔性车间工件调度和 AGV 运行的协同算法
目的 本研究旨在解决智能制造车间中的作业调度和多自动导引车(AGV)协同问题。设计/方法/途径 在本研究中,设计了一种作业调度和多 AGV 协同工作的算法。第一部分,以最小化总加工时间和总功耗为目标,使用利基多目标进化算法确定不同机器上的加工任务安排。第二部分,调用 AGV 运输工件,并使用改进的蚁群算法生成 AGV 的初始路径。在第三部分中,为了避免运行中的 AGV 之间发生路径冲突,作者提出了一种简单的基于优先级的等待策略,以避免碰撞。研究结果实验表明,该方案能有效处理车间中的作业调度和多 AGV 运行问题。
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
Indoor fixed-point hovering control for UAVs based on visual inertial SLAM Design and performance analysis of different cambered wings for flapping-wing aerial vehicles based on wind tunnel test A novel framework inspired by human behavior for peg-in-hole assembly Development of vision–based SLAM: from traditional methods to multimodal fusion An MS-TCN based spatiotemporal model with three-axis tactile for enhancing flexible printed circuit assembly
×
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