论文标题
在隔离交叉口的自动驾驶汽车的基于车辆和阶段的交通控制的模拟比较
Simulation Comparisons of Vehicle-based and Phase-based Traffic Control for Autonomous Vehicles at Isolated Intersections
论文作者
论文摘要
随着自动驾驶技术的出现,交叉路口的交通管制有望经历革命性的变化。现有文献已经提出了各种新颖的交叉控制方法,可以将它们大致分为两类:基于车辆的交通控制和基于阶段的交通控制。基于阶段的交通控制可以将其视为当前交叉路口信号控制的更新版本,并结合了自动驾驶功能的性能。同时,基于车辆的交通管制利用一些全新的方法,主要是以实时方式来组织交通工具,以进行安全有效的车辆通道。但是,迄今为止,尚未进行这两个控制类别之间的系统比较,以暗示它们的优势和缺点。本文在各种交通情况下进行了一系列数值模拟,以对其表演进行公平的比较。具体而言,我们允许在基于相位的交通控制下对传入车辆进行轨迹调整,而对于基于车辆的同行,我们实施了两种策略,即,第一次获得第一服务的策略和基于冲突的滚动滚动马式优化策略。总体而言,仿真结果表明,当交通需求较低时,基于车辆的交通控制通常会造成可忽略的延迟,但随着交通量的高度,导致排队时间过多。但是,基于车辆的交通管制的性能可能会受益于减少冲突的车辆对。我们还发现,当自动驾驶技术不成熟时,基于阶段的交通控制的优势更加明显。
With the advent of autonomous driving technologies, traffic control at intersections is expected to experience revolutionary changes. Various novel intersection control methods have been proposed in the existing literature, and they can be roughly divided into two categories: vehicle-based traffic control and phase-based traffic control. Phase-based traffic control can be treated as updated versions of the current intersection signal control with the incorporation of the performance of autonomous vehicle functions. Meanwhile, vehicle-based traffic control utilizes some brand-new methods, mostly in real-time fashion, to organize traffic at intersections for safe and efficient vehicle passages. However, to date, no systematic comparison between these two control categories has been performed to suggest their advantages and disadvantages. This paper conducts a series of numerical simulations under various traffic scenarios to perform a fair comparison of their performances. Specifically, we allow trajectory adjustments of incoming vehicles under phasebased traffic control, while for its vehicle-based counterpart, we implement two strategies, i.e., the first-come-first-serve strategy and the conflict-point based rolling-horizon optimization strategy. Overall, the simulation results show that vehicle-based traffic control generally incurs a negligible delay when traffic demand is low but lead to an excessive queuing time as the traffic volume becomes high. However, performance of vehicle-based traffic control may benefit from reduction in conflicting vehicle pairs. We also discovered that when autonomous driving technologies are not mature, the advantages of phase-based traffic control are much more distinct.