A Novel Approach for Traffic Signal Control: A Recommendation Perspective
Zhao, Yifei1; Gao, Hang2; Wang, Shuai1,3,4; Wang, Fei-Yue1,4,5
Source PublicationIEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE
2017-09-01
Volume9Issue:3Pages:127-135
SubtypeArticle
Abstract
; 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.
KeywordTraffic Signal Control
WOS HeadingsScience & Technology ; Technology
DOI10.1109/MITS.2017.2709779
WOS KeywordFUZZY-LOGIC-CONTROLLER ; TRANSPORTATION SYSTEMS ; MANAGEMENT ; NETWORKS
Indexed BySCI
Language英语
Funding OrganizationNational Science Foundation(1239323) ; Hyundai Center of Excellence at UC Berkeley ; Zeno Karl Schindler Foundation
WOS Research AreaEngineering ; Transportation
WOS SubjectEngineering, Electrical & Electronic ; Transportation Science & Technology
WOS IDWOS:000406422800013
Citation statistics
Cited Times:3[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/20081
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
Affiliation1.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
Recommended Citation
GB/T 7714
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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