A traffic light extension to Cell Transmission Model for estimating urban traffic jam

Bo Xie, Ming Xu, Jérôme Härri, Yingwen Chen
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引用次数: 17

Abstract

Urban traffic congestions have become a financial and societal burden in many cities. Efficient traffic management solutions mitigating such congestions require a reliable modeling and estimation of traffic jams. In urban traffic, the modeling challenges are related to flow collisions and gridlocks created at intersections. In this paper, we propose a traffic light extended Cell Transmission Model (CTM), where the influence of flow collisions and gridlocks are modeled by a single CK parameter. Our approach only requires adapting CK for each intersection type/geometry instead of a complex mathematical formulae proposed in related works. We formalize the description of our urban CTM, and evaluate its capability to model traffic volumes and jams against the microscopic traffic simulator SUMO (Simulation of Urban MObility). Results show that the CK parameter is able to closely reproduce the impact of collisions and gridlocks on traffic jam, making the proposed urban CTM suitable to predict traffic congestions in urban environments.
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交通信号灯对小区传输模型的扩展,用于估计城市交通阻塞
城市交通拥堵已经成为许多城市的经济和社会负担。有效的交通管理解决方案需要对交通堵塞进行可靠的建模和估计。在城市交通中,建模挑战与十字路口产生的流碰撞和拥堵有关。本文提出了一种交通信号灯扩展小区传输模型(CTM),其中车流碰撞和交通阻塞的影响由单个CK参数来建模。我们的方法只需要对每个交点类型/几何形状调整CK,而不是相关工作中提出的复杂数学公式。我们对我们的城市CTM进行了形式化描述,并根据微观交通模拟器SUMO(模拟城市交通)评估了其模拟交通量和拥堵的能力。结果表明,CK参数能够较好地再现碰撞和交通阻塞对交通拥堵的影响,使得所提出的城市CTM能够很好地预测城市环境中的交通拥堵。
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