移动障碍物下自动驾驶汽车超车策略的博弈论分析

Laura Crosara, Elvina Gindullina, Philip D. Leth, Jonathan S. Nielsen, Juan Baeza Ruiz-Henestrosa
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引用次数: 0

摘要

本文研究了自动驾驶汽车在紧急机动中信息交换的作用,并用博弈论对其进行了分析。该场景涉及车辆在双车道道路上遇到随机移动的障碍物。这两种车辆都能够以自主的方式做出明智的决定。他们可能会右转或保持在自己的车道上。此外,左侧车道上的车辆可能会越过障碍物。这些行动的组合将导致不同的结果,即非合作的非零和战略游戏。首先,我们考虑一个完全信息的静态博弈,然后引入额外的随机元素,从而创建一个贝叶斯博弈。本文以纳什均衡(NE)作为解的概念对博弈进行了分析,讨论了克服障碍的作用。对该行为是否改变结果的调查不仅可以确定是否应该将其作为紧急情况的潜在响应来实施,还可以确定是否应该将其作为信息共享给其他自主代理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Game Theoretic Analysis of Overtaking Maneuvers for Autonomous Vehicles with Moving Obstacles
This paper investigates the role of information exchange among autonomous vehicles (AVs) when performing emergency maneuvers and analyzes it with game theory. The scenario involves the vehicles encountering a randomly moving obstacle on a two-lane road. Both vehicles are capable of making smart informed decisions in an autonomic manner. They may swerve right or remain in their lane. Additionally, the vehicle in the left lane may get past the obstacle. The combination of these actions leads to different outcomes, framed as non-cooperative non-zero-sum strategic games. First, we consider a static game of complete information and then introduce additional random elements, thus creating a Bayesian game. The games are analyzed using the Nash equilibrium (NE) as the solution concept, discussing the role of getting past the obstacle. The investigation on whether this action changes the outcome can determine whether not only it should be implemented as a potential response to emergencies, but also it should be shared as information to the other autonomous agents.
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