Semi-autonomous Intersection Collision Avoidance through Job-shop Scheduling

Heejin Ahn, D. Vecchio
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引用次数: 33

Abstract

In this paper, we design a supervisor to prevent vehicle collisions at intersections. An intersection is modeled as an area containing multiple conflict points where vehicle paths cross in the future. At every time step, the supervisor determines whether there will be more than one vehicle in the vicinity of a conflict point at the same time. If there is, then an impending collision is detected, and the supervisor overrides the drivers to avoid collision. A major challenge in the design of a supervisor as opposed to an autonomous vehicle controller is to verify whether future collisions will occur based on the current drivers choices. This verification problem is particularly hard due to the large number of vehicles often involved in intersection collision, to the multitude of conflict points, and to the vehicles dynamics. In order to solve the verification problem, we translate the problem to a job-shop scheduling problem that yields equivalent answers. The job-shop scheduling problem can, in turn, be transformed into a mixed-integer linear program when the vehicle dynamics are first-order dynamics, and can thus be solved by using a commercial solver.
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基于作业车间调度的半自主交叉口避碰
在本文中,我们设计了一个监督器来防止车辆在交叉路口的碰撞。交叉路口被建模为包含多个冲突点的区域,未来车辆路径在这些冲突点交叉。在每一个时间步,主管确定是否会有超过一辆车同时在冲突点附近。如果有,则检测到即将发生碰撞,并且主管将覆盖驾驶员以避免碰撞。与自动驾驶汽车控制器相比,监控器设计的一个主要挑战是,根据当前驾驶员的选择,验证未来是否会发生碰撞。由于经常发生交叉口碰撞的车辆数量多、冲突点多以及车辆的动态性,使得验证问题尤为困难。为了解决验证问题,我们将该问题转化为产生等效答案的作业车间调度问题。当车辆动力学为一阶动力学时,作业车间调度问题可以转化为一个混合整数线性规划,从而可以用商用求解器求解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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