Vehicle-to-Infrastructure-Based Traffic Signal Optimization for Isolated Intersection

被引:2
|
作者
Qiao, Yingjun [1 ]
Meng, Tianchuang [2 ]
Qin, Hongmao [3 ]
Hu, Ziniu [4 ]
Zhong, Zhihua [5 ]
机构
[1] Tongji Univ, Key Lab Rd & Traff Engn, Minist Educ, Shanghai 200092, Peoples R China
[2] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[3] Hunan Univ, Wuxi Inst Intelligent Control, Wuxi 214115, Peoples R China
[4] Hunan Univ, Sch Machinery & Transportat Engn, Changsha 410082, Peoples R China
[5] Chinese Acad Engn, Ctr Strateg Studies, Beijing 100088, Peoples R China
基金
中国国家自然科学基金;
关键词
V2I; traffic signal optimization; genetic algorithm; horizon control; traffic detection; TRANSPORTATION SYSTEMS; MANAGEMENT; OPERATIONS;
D O I
10.3390/su15086631
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Traffic signal control is critical for traffic efficiency optimization but is usually constrained by traffic detection methods. The emerging V2I (Vehicle to Infrastructure) technology is capable of providing rich information for traffic detection, thus becoming promising for traffic signal control. Based on parallel simulation, this paper presents a new traffic signal optimization method in a V2I environment. In the proposed method, a predictive optimization problem is formulated, and a cellular automata model is employed as traffic flow model. By using genetic algorithm, the predictive optimization problem is solved online to implement receding horizon control. Simulation results show that the proposed method can improve traffic efficiency in the sense of reducing average delay and number of stops. Meanwhile, simulation also shows that greater communication range brings better performance for reducing the average number of stops. Simulation results show that the proposed V2I-based signal control method can improve traffic efficiency, especially when the traffic volume is relatively high. The proposed algorithm can be applied to traffic signal control to improve traffic efficiency.
引用
收藏
页数:13
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