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The Security of Autonomous Driving: Threats, Defenses, and Future Directions

机译:自动驾驶的安全性:威胁,防御和未来方向

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摘要

Autonomous vehicles (AVs) have promised to drastically improve the convenience of driving by releasing the burden of drivers and reducing traffic accidents with more precise control. With the fast development of artificial intelligence and significant advancements of the Internet of Things technologies, we have witnessed the steady progress of autonomous driving over the recent years. As promising as it is, the march of autonomous driving technologies also faces new challenges, among which security is the top concern. In this article, we give a systematic study on the security threats surrounding autonomous driving, from the angles of perception, navigation, and control. In addition to the in-depth overview of these threats, we also summarize the corresponding defense strategies. Furthermore, we discuss future research directions about the new security threats, especially those related to deep-learning-based self-driving vehicles. By providing the security guidelines at this early stage, we aim to promote new techniques and designs related to AVs from both academia and industry and boost the development of secure autonomous driving.
机译:无人驾驶汽车(AV)已承诺通过释放驾驶员负担并通过更精确的控制来减少交通事故,从而大大提高驾驶便利性。随着人工智能的快速发展和物联网技术的重大进步,我们见证了近年来自动驾驶的稳步发展。尽管前景广阔,但自动驾驶技术的发展也面临着新的挑战,其中安全性是头等大事。在本文中,我们从感知,导航和控制的角度对围绕自动驾驶的安全威胁进行了系统的研究。除了对这些威胁的深入概述之外,我们还总结了相应的防御策略。此外,我们讨论了有关新安全威胁的未来研究方向,尤其是与基于深度学习的自动驾驶车辆有关的威胁。通过在此早期阶段提供安全准则,我们旨在推广学术界和工业界与AV有关的新技术和设计,并促进安全自动驾驶的发展。

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