评估联网和自动驾驶汽车应用的效率和安全性

Curtis R. Taylor, J. Carter, S. Huff, Eric J. Nafziger, Jackeline Rios-Torres, B. Zhang, J. Turcotte
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引用次数: 1

摘要

评估联网和自动驾驶汽车(cav)的效率和安全性需要一个能够支持实际条件下的应用和测量的环境。这项工作介绍了我们对联网和自动驾驶汽车研究环境(CAVRE)的实施和评估。我们实现并评估了一种名为合作自适应巡航控制(CACC)的现有CAV应用程序,该应用程序使用虚拟代理与在可操纵测功机上运行的真实自动驾驶车辆之间的物理车对车(V2V)通信。CAVRE允许跟随者自主控制测功机上的纵向行为,以保持稳定的跟随时间间隔。对无线干扰攻击对CACC和燃油效率的影响也进行了评估。通过在受控环境中执行攻击,我们了解了受损的通信如何降低CAV应用程序的性能。研究表明,干扰V2V通信会影响CACC串的稳定性,并使燃油效率降低50%以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluating Efficiency and Security of Connected and Autonomous Vehicle Applications
Evaluating efficiency and security of Connected and Autonomous Vehicles (CAVs) requires an environment that can support applications and measurements under real-world conditions. This work introduces our implementation and evaluation of a Connected and Autonomous Vehicle Research Environment (CAVRE). We implement and evaluate an existing CAV application called Cooperative Adaptive Cruise Control (CACC) using physical Vehicle-to-Vehicle (V2V) communications between a virtual agent and a real autonomous vehicle operating on a steerable dynamometer. CAVRE allows the follower to autonomously control longitudinal behavior on the dynamometer in order to maintain a steady following time gap from the leader. The effects of a wireless jamming attack on CACC and fuel efficiency is also evaluated. By executing attacks in a controlled environment, we learn how compromised communications can degrade CAV applications. We show that jamming V2V communications can impact CACC’s string stability and decrease fuel efficiency by more than 50%.
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