延迟敏感网络机器人操作系统的跨层安全弹性控制

Zhiheng Xu, Quanyan Zhu
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引用次数: 10

摘要

机器人操作系统(ROS)在组织工业机器人进行制造中起着重要的作用。随着机器人数量的增加,操作员将ROS与网络通信集成在一起以共享数据。这种网络物理性质使ROS容易受到网络攻击。为此,本文提出了一种跨层的方法来实现ROS的安全和弹性控制。在物理层,由于安全机制造成的延迟,我们为ROS代理设计了一个时延控制器。在网络层,我们定义了网络状态,并使用马尔可夫决策过程来评估物理性能和安全性能之间的权衡。由于网络状态的不确定性,我们将MDP扩展为部分观察马尔可夫决策过程(POMDP)。我们根据理论结果提出了一个阈值解决方案。最后,我们给出了数值算例来评估安全弹性机制的性能。
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Cross-Layer Secure and Resilient Control of Delay-Sensitive Networked Robot Operating Systems
A Robot Operating System (ROS) plays a significant role in organizing industrial robots for manufacturing. With an increasing number of the robots, the operators integrate a ROS with networked communication to share the data. This cyber-physical nature exposes the ROS to cyber attacks. To this end, this paper proposes a cross-layer approach to achieve secure and resilient control of a ROS. In the physical layer, due to the delay caused by the security mechanism, we design a time-delay controller for the ROS agent. In the cyber layer, we define cyber states and use Markov Decision Process to evaluate the tradeoffs between physical and security performance. Due to the uncertainty of the cyber state, we extend the MDP to a Partially Observed Markov Decision Process (POMDP). We propose a threshold solution based on our theoretical results. Finally, we present numerical examples to evaluate the performance of the secure and resilient mechanism.
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