Design of mixed fixed-flexible bus public transport networks by tracking the paths of on-demand vehicles

IF 7.6 1区 工程技术 Q1 TRANSPORTATION SCIENCE & TECHNOLOGY
Andres Fielbaum , Javier Alonso-Mora
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引用次数: 0

Abstract

On-demand ridepooling (ODRP) vehicles follow routes that are fully flexible. However, when the system does not provide door-to-door service and users can be asked to walk, their paths tend to concentrate, particularly along main streets that connect highly demanded areas of the city. These frequently travelled segments are hence useful to multiple passengers, which can be used as an indicator that it would be efficient to allocate a fixed public transport line there.
In this paper, we formalise this idea and propose a novel method to design a public transport network, where bus fixed lines are combined with ODRP. Given a network and a transport demand, we first simulate how to serve it using only ODRP with walking. For this, we employ a state-of-the-art assignment algorithm, and take as output the resulting users’ paths. These paths are then processed by a tailored algorithm to create fixed lines where the paths accumulate the most. Users who do not have an available fixed line (i.e., those whose paths were barely shared) are served by ODRP in the mixed system. Simulations using real-life data from Utrecht, The Netherlands, and the Sunshine Coast, Australia, reveal the merits of our method compared to several benchmarks. Crucially, our method builds a small number of fixed lines while still serving the majority of the demand through them.
This study contributes not only to the design of public transport networks, but also to the understanding of the patterns that naturally appear in intrinsically flexible mobility systems.
通过跟踪按需运行车辆的路径设计固定与灵活混合公交网络
按需乘车(ODRP)车辆的行驶路线是完全灵活的。然而,当系统不提供门到门服务,用户可以被要求步行时,他们的路径往往会集中,特别是沿着连接城市需求量大的区域的主要街道。在本文中,我们将这一想法正式化,并提出了一种设计公共交通网络的新方法,即公交固定线路与 ODRP 相结合。在给定网络和交通需求的情况下,我们首先模拟了如何仅使用步行的 ODRP 为其提供服务。为此,我们采用了一种最先进的分配算法,并将得出的用户路径作为输出。然后,这些路径会经过一个定制算法的处理,在路径累积最多的地方创建固定线路。没有可用固定线路的用户(即那些几乎没有共享路径的用户)则由混合系统中的 ODRP 提供服务。利用荷兰乌得勒支和澳大利亚阳光海岸的真实数据进行的模拟显示了我们的方法与几个基准相比的优点。这项研究不仅有助于公共交通网络的设计,还有助于人们理解内在灵活的交通系统中自然出现的模式。
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
CiteScore
15.80
自引率
12.00%
发文量
332
审稿时长
64 days
期刊介绍: Transportation Research: Part C (TR_C) is dedicated to showcasing high-quality, scholarly research that delves into the development, applications, and implications of transportation systems and emerging technologies. Our focus lies not solely on individual technologies, but rather on their broader implications for the planning, design, operation, control, maintenance, and rehabilitation of transportation systems, services, and components. In essence, the intellectual core of the journal revolves around the transportation aspect rather than the technology itself. We actively encourage the integration of quantitative methods from diverse fields such as operations research, control systems, complex networks, computer science, and artificial intelligence. Join us in exploring the intersection of transportation systems and emerging technologies to drive innovation and progress in the field.
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