Optimization of Traffic Flow by Allowing Private Cars to Merge into the Bus Lane at Specific Locations

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Zhentao Yin, Kai Yuan, Shenshen Zheng
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Abstract

A dedicated bus lane is designed to give priority to buses over private cars on the road. However, this approach might waste road traffic capacity when bus demand is low and private car demand is high. Thus, it is essential to utilize bus lanes more effectively. Previous work focuses on allowing private cars to use bus lanes which may cause bus delays. To strike a balance, some approaches involve mandating private cars to leave bus lanes and limiting the number of private cars entering bus lanes. However, these highly rely on transportation infrastructure and emerging technologies. Hence, we propose a simple method of a partially space-shared bus lane, which allows private cars to merge into the bus lane at specific locations. Lane-changing decision is modeled as a result of speed difference between adjacent lanes. Traffic flow is simulated by the LWR model in the Lagrangian coordinate system. Two scenarios are set up—dedicated bus lane and partially space-shared bus lane—to evaluate the partially space-shared system. The only optimization variable is the location that allows private cars to conduct lane-changing. We use the genetic algorithms to optimize the system. Finally, simulation results show that the partially space-shared bus lane reduces private-car delays and total delays of the system. The buses would experience an increase of delays, inevitably. But the bus delay increase could be limited in a small range, which maintains the bus priority. In addition, a multiple lane-changing position strategy is better than the single position one. This approach is suitable for traffic situations with low bus demand and high private car demand. Our work is expected to contribute to the design of future urban bus lanes and improve overall traffic operations.

Abstract Image

在特定地点允许私家车并入公交车道,优化交通流量
公交专用道的设计目的是让公交车优先于道路上的私家车。然而,当公交车需求低而私家车需求高时,这种方法可能会浪费道路交通容量。因此,必须更有效地利用公交专用道。以往的工作侧重于允许私家车使用公交专用道,这可能会导致公交车延误。为了取得平衡,一些方法涉及强制私家车驶离公交专用道,并限制进入公交专用道的私家车数量。然而,这些方法高度依赖交通基础设施和新兴技术。因此,我们提出了一种简单的方法,即部分空间共享公交车道,允许私家车在特定位置并入公交车道。变道决策的模型是相邻车道之间的速度差。交通流由拉格朗日坐标系中的 LWR 模型模拟。设定了两种方案--专用公交车道和部分空间共享公交车道,以评估部分空间共享系统。唯一的优化变量是允许私家车进行变道的位置。我们使用遗传算法对系统进行优化。最后,模拟结果表明,部分空间共享的公交车道减少了私家车的延误和系统的总延误。公交车不可避免地会增加延误。但公交车延误的增加可以限制在很小的范围内,从而保持公交车的优先权。此外,多车道变换位置策略优于单车道变换位置策略。这种方法适用于公交需求低而私家车需求高的交通状况。我们的工作有望为未来城市公交车道的设计做出贡献,并改善整体交通运行状况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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