Cellular automaton model for the analysis of design and plan of bus station in the mixed traffic environment

IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Physica A: Statistical Mechanics and its Applications Pub Date : 2024-09-20 DOI:10.1016/j.physa.2024.130106
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Abstract

With the quick development of Connected Autonomous Vehicles (CAVs), CAVs would gradually become an important part of urban traffic. Hence, the impacts of CAVs on urban traffic should be further explored. This study aims to analyze the mixed traffic comprising CAVs and human-driven vehicles (HDVs) in different urban scenarios in which different bus station types (i.e., roadside and bay bus stations) and capacities are considered. To do this analysis, this study proposes a cellular automaton model which simulates car following behaviours of vehicles using a two-state safe speed model, and designs specific modeling rules for lane-changing behaviours and vehicle behaviours near bus stations with consideration of the differences between CAVs and HDVs. The analysis results indicate that the impacts of various bus station types and capacities on the mixed traffic flow vary with traffic volumes, while increasing the CAV penetration rate can reduce the traffic congestion caused by bus stop-and-go. Furthermore, the study explores the optimal number of bus routes for different types of bus stations in different urban traffic scenarios, and several possible policy implications have been given according to the analysis results.
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用于分析混合交通环境下公交车站设计和规划的细胞自动机模型
随着车联网自动驾驶汽车(CAV)的快速发展,CAV 将逐渐成为城市交通的重要组成部分。因此,应进一步探讨 CAV 对城市交通的影响。本研究旨在分析不同城市场景下由 CAV 和人类驾驶车辆(HDV)组成的混合交通,其中考虑了不同的公交车站类型(即路边公交车站和港湾式公交车站)和容量。为进行上述分析,本研究提出了一种蜂窝自动机模型,该模型利用双态安全速度模型模拟车辆的跟车行为,并考虑到 CAV 和 HDV 的差异,为公交车站附近的变道行为和车辆行为设计了特定的建模规则。分析结果表明,各种公交车站类型和容量对混合交通流的影响随交通流量的变化而变化,而提高 CAV 的渗透率可以减少公交车走走停停造成的交通拥堵。此外,研究还探讨了不同类型公交站点在不同城市交通情景下的最佳公交线路数量,并根据分析结果给出了几种可能的政策含义。
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来源期刊
CiteScore
7.20
自引率
9.10%
发文量
852
审稿时长
6.6 months
期刊介绍: Physica A: Statistical Mechanics and its Applications Recognized by the European Physical Society Physica A publishes research in the field of statistical mechanics and its applications. Statistical mechanics sets out to explain the behaviour of macroscopic systems by studying the statistical properties of their microscopic constituents. Applications of the techniques of statistical mechanics are widespread, and include: applications to physical systems such as solids, liquids and gases; applications to chemical and biological systems (colloids, interfaces, complex fluids, polymers and biopolymers, cell physics); and other interdisciplinary applications to for instance biological, economical and sociological systems.
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