论文标题

迈向传感器攻击中的对抗控制回路:一个案例研究,以控制嵌入式系统的运动学和致动

Towards Adversarial Control Loops in Sensor Attacks: A Case Study to Control the Kinematics and Actuation of Embedded Systems

论文作者

Tu, Yazhou, Rampazzi, Sara, Hei, Xiali

论文摘要

最近的作品通过用声学,光和电磁信号影响模拟传感器组件来调查对传感器的攻击。由于许多类型的目标传感器也广泛用于关键过程控制,机器人技术,自动化和工业控制系统,因此此类攻击可能具有广泛的安全性,可靠性和安全性。尽管现有作品提出了我们对从数字域的角度隐藏的物理级别风险的理解,但在如何指导攻击方面存在差距,以实时连续的过程实现系统级控制。本文提出了一种基于对抗控制循环的方法,以实时攻击依赖传感器的控制系统。我们研究如何利用从物理域信号中提取的系统反馈来指导攻击。在攻击过程中,根据提取的反馈实时调整注射信号,以对受害者控制系统施加针对性的影响,该系统不断受到注射扰动的影响,并将更改应用于物理环境。在我们的案例研究中,我们研究了如何通过传感器传导器系统构建外部对抗控制系统,并通过程序控制的过程证明了攻击,以操纵受害者系统而无需访问其内部状态。

Recent works investigated attacks on sensors by influencing analog sensor components with acoustic, light, and electromagnetic signals. Such attacks can have extensive security, reliability, and safety implications since many types of the targeted sensors are also widely used in critical process control, robotics, automation, and industrial control systems. While existing works advanced our understanding of the physical-level risks that are hidden from a digital-domain perspective, gaps exist in how the attack can be guided to achieve system-level control in real-time, continuous processes. This paper proposes an adversarial control loop-based approach for real-time attacks on control systems relying on sensors. We study how to utilize the system feedback extracted from physical-domain signals to guide the attacks. In the attack process, injection signals are adjusted in real time based on the extracted feedback to exert targeted influence on a victim control system that is continuously affected by the injected perturbations and applying changes to the physical environment. In our case study, we investigate how an external adversarial control system can be constructed over sensor-actuator systems and demonstrate the attacks with program-controlled processes to manipulate the victim system without accessing its internal statuses.

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