Ramp metering for lane-free traffic of automated vehicles via ramp vehicle speed control

IF 7.6 1区 工程技术 Q1 TRANSPORTATION SCIENCE & TECHNOLOGY
Milad Malekzadeh , Ioannis Papamichail , Markos Papageorgiou , Klaus Bogenberger
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引用次数: 0

Abstract

A new ramp metering method for Connected and Automated Vehicles (CAVs) driving in a lane-free environment is developed and tested at the microscopic operational level. CAVs drive on the mainstream, on the on-ramp and in the merge area according to an ad-hoc movement strategy that takes inspiration from adaptive cruise control, with notable extensions made to accommodate lane-free driving and vehicle nudging. Appropriate settings enable seamless and safe merging from the on-ramp onto the highway. A new approach for ramp metering is proposed to effectively avoid the capacity drop occurring in merge areas due to merge congestion. The approach is based on zone separation of the on-ramp and vehicle speed control in each zone as key components for CAV ramp metering, instead of the conventional traffic signals, to avoid stop-and-go of queueing vehicles, thus mitigating fuel consumption and emissions. In this context, two feedback control strategies are introduced; the first one controlling the ramp flow and subsequently translating this into the desired speed of ramp vehicles; and the second one regulating directly the desired speed of vehicles in the ramp; both in response to the current mainstream density. The results achieved through TrafficFluid-Sim, a microscopic lane-free traffic simulation platform built on SUMO, provide evidence of the feasibility of the proposed ramp metering strategy, ensuring both smooth merging and capacity flow on the mainstream. It is also demonstrated that the introduced vehicle speed control reduces vehicle stops and emissions on the on-ramp, compared to conventional ramp metering with traffic signals.
通过匝道车速控制实现自动驾驶车辆无车道交通的匝道计量
提出了一种在无车道环境下行驶的自动驾驶汽车(cav)匝道计量新方法,并在微观操作层面进行了测试。自动驾驶汽车根据自适应巡航控制系统的灵感,在主流、入口匝道和合并区行驶,并进行了显著的扩展,以适应无车道驾驶和车辆轻推。适当的设置可以实现从入口匝道到高速公路的无缝和安全合并。提出了一种新的匝道计量方法,有效地避免了由于合流拥塞导致的合流区域通行能力下降。该方法基于入口匝道的区域分离和每个区域的车速控制作为自动驾驶汽车匝道计量的关键组件,而不是传统的交通信号,以避免排队车辆的走走停停,从而减少燃油消耗和排放。在此背景下,介绍了两种反馈控制策略;第一个控制匝道流量,然后将其转化为匝道车辆的期望速度;第二种直接调节车辆在坡道上的期望速度;两者都响应了当前的主流密度。基于SUMO的微观无车道交通仿真平台TrafficFluid-Sim的仿真结果证明了所提出的匝道计量策略的可行性,既保证了合流的顺畅,又保证了主流车道的通行能力。研究还表明,与传统的带有交通信号的匝道计量相比,引入的车速控制减少了匝道上的车辆停车和排放。
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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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