基于布谷鸟搜索的等待时间约束半导体生产线调度算法

Lijie Zhou, Chengran Lin, Biao Hu, Zhengcai Cao
{"title":"基于布谷鸟搜索的等待时间约束半导体生产线调度算法","authors":"Lijie Zhou, Chengran Lin, Biao Hu, Zhengcai Cao","doi":"10.1109/COASE.2019.8842869","DOIUrl":null,"url":null,"abstract":"The scheduling problem of a semiconductor production line with a constrained waiting time is studied in this paper. This problem can be regarded as an expanded flexible job-shop scheduling problem, which can often be described by a mixed integer nonlinear programming model. An improved cuckoo search algorithm is proposed to minimize the weighted completion time including the penalty of constrained waiting time violation. In the algorithm, we propose using an onedimensional chaotic search strategy to make full use of the local space information. In addition, we introduce backtracking search into our algorithm to ensure a desired diversification of population. Experimental results demonstrate that our proposed approaches outperform several other state-of-the-art meta-heuristics.","PeriodicalId":6695,"journal":{"name":"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)","volume":"32 1","pages":"338-343"},"PeriodicalIF":0.0000,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"A Cuckoo Search-Based Scheduling Algorithm for a Semiconductor Production Line with Constrained Waiting Time\",\"authors\":\"Lijie Zhou, Chengran Lin, Biao Hu, Zhengcai Cao\",\"doi\":\"10.1109/COASE.2019.8842869\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The scheduling problem of a semiconductor production line with a constrained waiting time is studied in this paper. This problem can be regarded as an expanded flexible job-shop scheduling problem, which can often be described by a mixed integer nonlinear programming model. An improved cuckoo search algorithm is proposed to minimize the weighted completion time including the penalty of constrained waiting time violation. In the algorithm, we propose using an onedimensional chaotic search strategy to make full use of the local space information. In addition, we introduce backtracking search into our algorithm to ensure a desired diversification of population. Experimental results demonstrate that our proposed approaches outperform several other state-of-the-art meta-heuristics.\",\"PeriodicalId\":6695,\"journal\":{\"name\":\"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)\",\"volume\":\"32 1\",\"pages\":\"338-343\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/COASE.2019.8842869\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/COASE.2019.8842869","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

研究了一类具有约束等待时间的半导体生产线的调度问题。该问题可以看作是一个扩展的柔性作业车间调度问题,通常可以用混合整数非线性规划模型来描述。提出了一种改进的布谷鸟搜索算法,以最小化加权完成时间,包括约束等待时间违反的惩罚。在算法中,我们提出了一种一维混沌搜索策略,以充分利用局部空间信息。此外,我们在算法中引入回溯搜索,以确保期望的种群多样化。实验结果表明,我们提出的方法优于其他几种最先进的元启发式方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Cuckoo Search-Based Scheduling Algorithm for a Semiconductor Production Line with Constrained Waiting Time
The scheduling problem of a semiconductor production line with a constrained waiting time is studied in this paper. This problem can be regarded as an expanded flexible job-shop scheduling problem, which can often be described by a mixed integer nonlinear programming model. An improved cuckoo search algorithm is proposed to minimize the weighted completion time including the penalty of constrained waiting time violation. In the algorithm, we propose using an onedimensional chaotic search strategy to make full use of the local space information. In addition, we introduce backtracking search into our algorithm to ensure a desired diversification of population. Experimental results demonstrate that our proposed approaches outperform several other state-of-the-art meta-heuristics.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信