一种自动驾驶汽车云计算的软件保护机制

Muhammad Hataba, Ahmed B. T. Sherif, Reem Elkhouly
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引用次数: 1

摘要

汽车每天都在变得更智能。它们配备了传感器、通信接口和更强大的处理能力。其主要目的是让这些汽车在没有任何人为干预的情况下自动驾驶,成为所谓的自动驾驶汽车(AVs)。但为什么就止步于此,为什么不利用所有的计算能力来实现更大的集体目标呢?这就是自动驾驶汽车云计算(AVCC)概念的诞生。尽管如此,这并不是一项微不足道的任务,车辆的移动性和动态性对这种云计算模型的形成和管理提出了重大挑战,但就该系统中涉及的所有各方的安全和隐私而言,这是一个更大的挑战。本文主要研究如何保护运行在AVCC上的软件。我们使用动态模糊编译使程序的执行路径复杂化,并阻止了侧通道攻击导致的信息泄漏。依赖编译器提供了一些优势,例如体系结构的独立性、对各种高级编程语言的支持以及以最小的设置成本实现应用程序的简单性。本文介绍了基于ARM处理器的AVCC系统。然后,给出了简单标准程序的执行统计。结果表明,同一程序在不同的代码版本中存在明显的时序变化,这可能会破坏旁信道攻击。
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A Proposed Software Protection Mechanism for Autonomous Vehicular Cloud Computing
Cars are becoming smarter every day. They are being equipped with sensors, communications interfaces, and more powerful processing capabilities. The primary purpose was to enable these cars to drive themselves without any human interventions and become so-called Autonomous Vehicles (AVs). But why stop there, why not harness all that computing power for a greater collective purpose. That’s how the idea of Autonomous Vehicular Cloud Computing (AVCC) was born. Nonetheless, this is not a trivial task, the mobile and dynamic nature of vehicles poses a significant challenge in the formation and management of this cloud computing model and yet a more substantial challenge in terms of security and privacy of all the parties involved in this system. In this paper, we focus on protecting software running on AVCC. We use dynamic obfuscated compilation to complicate programs’ execution paths and hinder information leakage via side channels attacks. Relying on compilers offers advantages, such as the independence of architecture and support for a variety high-level programming languages and application simplicity with minimal set-up cost. Here, we introduce our system in the realm of ARM processor, which power AVCC. Then, we present execution statistics for simple standard programs. The results show tangible timing variations in diversified code versions for the same program, which may disrupt side-channel attacks.
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