论文标题

自动移动性的网络影响:宏观的基本图透视图

Network Impacts of Automated Mobility-on-Demand: A Macroscopic Fundamental Diagram Perspective

论文作者

Oh, Simon, Lentzakis, Antonis F., Seshadri, Ravi, Ben-Akiva, Moshe

论文摘要

技术的进步使人们对按需自动流动性(AMOD)作为一种有前途的解决方案越来越关注,可以改善未来的城市流动性。在过去的十年中,使用模拟模型对AMOD系统的设计和评估进行了广泛的研究。本文通过研究AMOD通过高保真活动和基于代理的交通模拟(包括AMOD车队操作的详细模型)来增加了不断增长的文献影响。通过对整个新加坡岛的场景模拟,我们通过采用宏观基本图(MFD)的概念来探索网络交通动态。考虑到密度的空间变异性,我们能够捕获磁滞循环,在这种大小的网络中不可避免地会形成。记录了车辆和乘客流量水平的模型估计结果。还讨论了包括能源和排放在内的环境影响。新加坡案例研究的结果表明,在VKT增加,额外的旅行延迟和能源消耗方面,AMOD的引入可能会对网络性能产生重大影响,同时减少车辆的排放以及基线。尽管网络拥堵增加,但乘客流量的生产仍然相对不变。

Technological advancements have brought increasing attention to Automated Mobility on Demand (AMOD) as a promising solution that may improve future urban mobility. During the last decade, extensive research has been conducted on the design and evaluation of AMOD systems using simulation models. This paper adds to this growing body of literature by investigating the network impacts of AMOD through high-fidelity activity- and agent-based traffic simulation, including detailed models of AMOD fleet operations. Through scenario simulations of the entire island of Singapore, we explore network traffic dynamics by employing the concept of the Macroscopic Fundamental Diagram (MFD). Taking into account the spatial variability of density, we are able to capture the hysteresis loops, which inevitably form in a network of this size. Model estimation results at both the vehicle and passenger flow level are documented. Environmental impacts including energy and emissions are also discussed. Findings from the case study of Singapore suggest that the introduction of AMOD may bring about significant impacts on network performance in terms of increased VKT, additional travel delay and energy consumption, while reducing vehicle emissions, with respect to the baseline. Despite the increase in network congestion, production of passenger flows remains relatively unchanged.

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