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A hybrid controller for autonomous vehicles driving on automated highways

机译:用于在自动高速公路上行驶的自动驾驶车辆的混合动力控制器

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This paper addresses the problem of the hybrid control of autonomous vehicles driving on automated highways. Vehicles are autonomous, so they do not communicate with each other nor with the infrastructure. Two problems have to be dealt with: a vehicle driving in a single-lane highway must never collide with its leading vehicle; and a vehicle entering the highway at a designated entry junction must be able to merge from the merging lane to the main lane, again without any collision. To solve these problems, we equip each vehicle with a hybrid controller, consisting of several continuous control laws embedded inside a finite state automaton. The automaton specifies when a given vehicle must enter the highway, merge into the main lane, yield to other vehicles, exit from the highway, and so on. The continuous control laws specify what acceleration the vehicle must have in order to avoid collisions with nearby vehicles. By carefully designing these control laws and the conditions guarding the automaton transitions, we are able to demonstrate three important results. First, we state the initial conditions guaranteeing that a following vehicle never collides with its leading vehicle. Second, we extend this first result to a lane of autonomous vehicles. Third, we prove that if all the vehicles are equipped with our hybrid controller, then no collision can ever occur, and all vehicles either merge successfully or are forced to drop out when they reach the end of their merging lane. Finally, we show the outcome of a highway microsimulation modelled after the Katy Corridor near Houston, Texas; our single-lane highway can accommodate 4000 vehicles per hour with neither drop-outs nor traffic congestion. It is entirely programmed in SHIFT, a hybrid systems simulation language developed at UC Berkeley by the PATH group. This shows that SHIFT is a well suited language for designing safe control laws for autonomous highway systems, among others.
机译:本文解决了在自动高速公路上驾驶自动驾驶汽车的混合控制问题。车辆是自动驾驶的,因此它们不会相互通信,也不会与基础设施通信。必须解决两个问题:在单车道高速公路上行驶的车辆绝不能与前车相撞;并且在指定的入口交汇处进入高速公路的车辆必须能够从合并车道合并到主车道,而且又不会发生任何碰撞。为了解决这些问题,我们为每辆车配备了混合动力控制器,该控制器由嵌入在有限状态自动机内的多个连续控制定律组成。自动机指定给定的车辆何时必须进入高速公路,合并到主车道,屈服于其他车辆,从高速公路退出等等。连续控制法则规定了车辆必须具有何种加速度以避免与附近的车辆相撞。通过精心设计这些控制律和保护自动机过渡的条件,我们可以证明三个重要的结果。首先,我们陈述初始条件,以确保后续车辆永远不会与其前车相撞。第二,我们将第一个结果扩展到自动驾驶车道。第三,我们证明,如果所有车辆都配备了我们的混合动力控制器,则不会发生碰撞,并且所有车辆要么成功合并,要么在到达合并车道的尽头时被迫退出。最后,我们展示了以德克萨斯州休斯顿附近的凯蒂走廊为模型的公路微观仿真结果。我们的单车道高速公路每小时可容纳4000辆车,既不会出现交通事故,也不会造成交通拥堵。它完全由SHIFT(一种由PATH小组在UC Berkeley研发的混合系统仿真语言)进行编程。这表明SHIFT是一种非常适合用于设计自治高速公路系统安全控制律的语言。

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