Modelling and Optimisation of a Traffic Intersection Based on Queue Theory and Markov Decision Control Methods

A. C. Soh, M. Marhaban, M. Khalid, R. Yusof
{"title":"Modelling and Optimisation of a Traffic Intersection Based on Queue Theory and Markov Decision Control Methods","authors":"A. C. Soh, M. Marhaban, M. Khalid, R. Yusof","doi":"10.1109/AMS.2007.64","DOIUrl":null,"url":null,"abstract":"Traffic models play an important role in both today's traffic research and in many traffic applications such as traffic flow prediction, incident detection and traffic control. Modelling traffic dynamics and optimising the control signal are two interrelated problems. Modelling provides fundamental understanding of traffic dynamics and behaviour. In this paper, traffic signal is modelled as a M/M/l queueing theory. The validation of a simulation model (M/M/l queue) with different arrival rates is presented. From the result, a traffic light model was developed by applying M/M/l queue theory for single intersection. In the optimisation strategy, the Markov decision control is applied to minimize queue length and waiting time. Simulation results show the excellent potential of this approach","PeriodicalId":198751,"journal":{"name":"First Asia International Conference on Modelling & Simulation (AMS'07)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"17","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"First Asia International Conference on Modelling & Simulation (AMS'07)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AMS.2007.64","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 17

Abstract

Traffic models play an important role in both today's traffic research and in many traffic applications such as traffic flow prediction, incident detection and traffic control. Modelling traffic dynamics and optimising the control signal are two interrelated problems. Modelling provides fundamental understanding of traffic dynamics and behaviour. In this paper, traffic signal is modelled as a M/M/l queueing theory. The validation of a simulation model (M/M/l queue) with different arrival rates is presented. From the result, a traffic light model was developed by applying M/M/l queue theory for single intersection. In the optimisation strategy, the Markov decision control is applied to minimize queue length and waiting time. Simulation results show the excellent potential of this approach
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
基于队列理论和马尔可夫决策控制方法的交通交叉口建模与优化
交通模型在当今的交通研究和许多交通应用中都发挥着重要的作用,如交通流预测、事件检测和交通控制。交通动力学建模和控制信号优化是两个相互关联的问题。建模提供了对交通动态和行为的基本理解。本文采用M/M/l排队理论对交通信号进行建模。给出了具有不同到达率的仿真模型(M/M/l队列)的验证。在此基础上,应用M/M/l队列理论建立了单交叉口红绿灯模型。在优化策略中,采用马尔可夫决策控制最小化队列长度和等待时间。仿真结果表明了该方法的良好潜力
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
Practical Protocol Steganography: Hiding Data in IP Header Energy Efficient Expanding Ring Search On Verification of Communicating Finite State Machines Using Residual Languages High-Speed Real-Time Simulation Modified Line Search Method for Global Optimization
×
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