Security for Safety: A Path Toward Building Trusted Autonomous Vehicles

R. Dutta, Feng Yu, Teng Zhang, Yaodan Hu, Yier Jin
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引用次数: 22

Abstract

Automotive systems have always been designed with safety in mind. In this regard, the functional safety standard, ISO 26262, was drafted with the intention of minimizing risk due to random hardware faults or systematic failure in design of electrical and electronic components of an automobile. However, growing complexity of a modern car has added another potential point of failure in the form of cyber or sensor attacks. Recently, researchers have demonstrated that vulnerability in vehicle's software or sensing units could enable them to remotely alter the intended operation of the vehicle. As such, in addition to safety, security should be considered as an important design goal. However, designing security solutions without the consideration of safety objectives could result in potential hazards. Consequently, in this paper we propose the notion of security for safety and show that by integrating safety conditions with our system-level security solution, which comprises of a modified Kalman filter and a Chi-squared detector, we can prevent potential hazards that could occur due to violation of safety objectives during an attack. Furthermore, with the help of a car-following case study, where the follower car is equipped with an adaptive-cruise control unit, we show that our proposed system-level security solution preserves the safety constraints and prevent collision between vehicle while under sensor attack.
安全保障:打造可信赖的自动驾驶汽车之路
汽车系统在设计时一直考虑到安全性。在这方面,起草了功能安全标准ISO 26262,旨在将汽车电气和电子元件设计中随机硬件故障或系统故障造成的风险降到最低。然而,现代汽车日益复杂的特性增加了另一个潜在的故障点,即网络或传感器攻击。最近,研究人员已经证明,车辆软件或传感单元中的漏洞可以使他们远程改变车辆的预期操作。因此,除了安全之外,安全性也应该被视为一个重要的设计目标。然而,在设计安全解决方案时不考虑安全目标可能会导致潜在的危害。因此,在本文中,我们提出了安全的概念,并表明通过将安全条件与我们的系统级安全解决方案(包括改进的卡尔曼滤波器和卡方检测器)相结合,我们可以防止在攻击期间由于违反安全目标而可能发生的潜在危险。此外,借助汽车跟随案例研究,其中跟随车辆配备了自适应巡航控制单元,我们证明了我们提出的系统级安全解决方案保留了安全约束,并防止了在传感器攻击下车辆之间的碰撞。
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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