A Novel Approach for Traffic Signal Control: A Recommendation Perspective
Zhao, Yifei1; Gao, Hang2; Wang, Shuai1,3,4; Wang, Fei-Yue1,4,5
2017-09-01
发表期刊IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE
卷号9期号:3页码:127-135
文章类型Article
摘要
; Traffic Signal Control is an effective mean of solving urban traffic problems by providing appropriate signal timings for road intersections. In this paper, we propose a novel approach originated from methods and applications of recommendation systems to select the most suitable signal timings for various traffic demands. Specifically, we use the idea of computational experiments and the well-known recommendation technology called Collaborative Filtering to find the best signal timings from a database filled with large amounts of traffic data. When the database is not large enough for some special traffic situations, traditional approaches are adopted. Corresponding data with good performance will be recorded.
关键词Traffic Signal Control
WOS标题词Science & Technology ; Technology
DOI10.1109/MITS.2017.2709779
关键词[WOS]FUZZY-LOGIC-CONTROLLER ; TRANSPORTATION SYSTEMS ; MANAGEMENT ; NETWORKS
收录类别SCI
语种英语
项目资助者National Science Foundation(1239323) ; Hyundai Center of Excellence at UC Berkeley ; Zeno Karl Schindler Foundation
WOS研究方向Engineering ; Transportation
WOS类目Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS记录号WOS:000406422800013
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/20081
专题复杂系统管理与控制国家重点实验室_先进控制与自动化
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Qingdao Acad Intelligent Ind, Inst Smart Educ Syst, Qingdao 266109, Peoples R China
3.Qingdao Acad Intelligent Ind, Qingdao, Peoples R China
4.Xi An Jiao Tong Univ, Xian, Shaanxi, Peoples R China
5.Natl Univ Def Technol, Changsha, Hunan, Peoples R China
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Zhao, Yifei,Gao, Hang,Wang, Shuai,et al. A Novel Approach for Traffic Signal Control: A Recommendation Perspective[J]. IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,2017,9(3):127-135.
APA Zhao, Yifei,Gao, Hang,Wang, Shuai,&Wang, Fei-Yue.(2017).A Novel Approach for Traffic Signal Control: A Recommendation Perspective.IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,9(3),127-135.
MLA Zhao, Yifei,et al."A Novel Approach for Traffic Signal Control: A Recommendation Perspective".IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE 9.3(2017):127-135.
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