自动驾驶汽车交通的物理学
1Physics of Transport and Traffic, University of Duisburg-Essen, 47048 Duisburg, Germany.
Physical review. E
|August 16, 2023
概括
自动驾驶车辆表现出三个交通阶段:自由流动,同步流动和广泛的移动拥堵. 自动驾驶汽车的交通故障显示核化,类似于人类驱动的交通,证实了三相交通理论的适用性.
科学领域:
- 交通流动动态 交通流动动态
- 自动化车辆系统自动化车辆系统
- 非线性动力学是一种非线性动力学.
背景情况:
- 三阶段交通理论描述了人类驾驶汽车的交通状态.
- 自动驾驶汽车 (ADV) 与人类驾驶员的运动动态不同.
- 了解ADV交通动态对于未来的运输系统至关重要.
研究的目的:
- 调查三相交通理论对100%自动驾驶车辆交通的适用性.
- 分析ADV交通中的交通故障现象 (自由流向同步流过渡).
- 确定ADV系统中交通动态的基础物理.
主要方法:
- 使用经典的Helly模型来模拟自动汽车运动.
- 分析了在两车道道路上交通流动的时空空间动态,并设置了上坡道瓶.
- 检查了自由流 (F),同步流 (S) 和宽移 (J) 状态之间的相过渡.
主要成果:
- 在ADV交通中,交通分解 (F→S过渡) 显示出核化,与人类驱动交通的经验数据一致.
- 核化与不连续的车道变速有关,导致过度加速.
- 由于不连续的过度加速,同步流出现并维持在瓶处.
结论:
- 三阶段交通理论是适用于人类驾驶和自动驾驶车辆的通用框架.
- 改变车道和过度加速的不连续性导致交通中断和ADVs的同步流量.
- 在ADV系统中的流量容量表现出一个范围,影响过渡动态和自发故障的可能性.
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