A Markov Model for Headway/Spacing Distribution of Road Traffic

被引:122
作者
Chen, Xiqun [1 ]
Li, Li [2 ]
Zhang, Yi [2 ]
机构
[1] Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Dept Automat, TNList, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Car following; headway distribution; Markov model; psychological action point model; traffic flow; GAP-SIZE DISTRIBUTION; SEQUENTIAL ADSORPTION; HEADWAY; DYNAMICS; POPULATION; CARS;
D O I
10.1109/TITS.2010.2050141
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this paper, we link two research directions of road traffic-the mesoscopic headway distribution model and the microscopic vehicle interactionmodel-together to account for the empirical headway/spacing distributions. A unified car-following model is proposed to simulate different driving scenarios, including traffic on highways and at intersections. Unlike our previous approaches, the parameters of this model are directly estimated from the Next Generation Simulation (NGSIM) Trajectory Data. In this model, empirical headway/spacing distributions are viewed as the outcomes of stochastic car-following behaviors and the reflections of the unconscious and inaccurate perceptions of space and/or time intervals that people may have. This explanation can be viewed as a natural extension of the well-known psychological car-following model (the action point model). Furthermore, the fast simulation speed of this model will benefit transportation planning and surrogate testing of traffic signals.
引用
收藏
页码:773 / 785
页数:13
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