Parallel Management for Traffic Signal Control
Zhao, Yifei; Kong, Qingjie; Gao, Hang; Zhu, Fenghua; Wang, Feiyue
2014
Conference Namethe 17th IEEE International Conference on Intelligent Transportation Systems
Source PublicationProceedings of the 17th IEEE International Conference on Intelligent Transportation Systems
Conference Date2014-10
Conference PlaceQingdao
AbstractWith the rapid growth of the number of urban vehicles, it will be not advisable to alleviate traffic congestion by changing the traffic facilities only. And the traditional control strategies for single intersection or regional multiple intersections have been confirmed to have some effect in the past few decades, but still need to be improved. Based on ACP (Artificial societies, Computational experiments, Parallel execution) idea, we firstly proposed the concept of “event agent” in this paper, which refers to the ratings that traffic states give corresponding timing plans. Based on event agent, we used computational methods to establish a Parallel transportation Management Systems (PtMS), which was a self-completing system. In the system plenty of artificial events were generated, and some of them can not only simulate the actual traffic events, but also be substitutes for the actual events. Then through the parallel execution between actual and artificial events, the system recommends the most suitable timing plans to the current traffic state. Different from traditional control strategies, event agent based PtMS takes results as an orientation according to the idea of data-driven, which is more adaptive to the characteristics of transportation systems. For ensuring the validity and accuracy of experiments, our related data are all based on the famous traffic micro-simulation software Paramics. Furthermore, we compared our method with the classic Webster method, and experiments achieved good results.
Other Abstract
KeywordCollaborative Filtering Intelligent Transportation Systems Recommendation System Signal Control
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/11704
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Corresponding AuthorZhao, Yifei
AffiliationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Zhao, Yifei,Kong, Qingjie,Gao, Hang,et al. Parallel Management for Traffic Signal Control[C],2014.
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