An Event-Driven MIMO Amplify-and-Forward Precoding for Cyber Physical Systems

Fan Zhang, V. Lau, Gong Zhang
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Abstract

In this paper, we consider a MIMO cyber physical system (CPS) in which a sensor amplifies and forwards the observed MIMO plant state to a remote controller via a MIMO fading channel. We focus on the MIMO amplify-and-forward (AF) precoding design at the sensor to minimize a weighted average state estimation error at the remote controller subject to an average communication power gain constraint of the sensor. The MIMO AF precoding design is formulated as an infinite horizon average cost Markov decision process (MDP). To deal with the curse of dimensionality associated with the MDP, we propose a novel continuous-time perturbation approach and derive an asymptotically optimal closed-form priority function for the MDP. Based on this, we derive a closed-form first-order optimal dynamic MIMO AF precoding solution, and the solution has an event-driven control structure. Specifically, the sensor activates the strongest eigenchannel to deliver a dynamically weighted combination of the plant states to the controller when the accumulated state estimation error exceeds a dynamic threshold. We further establish technical conditions for ensuring the stability of the MIMO CPS.
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网络物理系统的事件驱动MIMO放大和前向预编码
在本文中,我们考虑了一个MIMO网络物理系统(CPS),其中传感器放大并通过MIMO衰落信道将观察到的MIMO工厂状态转发给远程控制器。我们重点研究了传感器的MIMO放大和前向(AF)预编码设计,以最小化受传感器平均通信功率增益约束的远程控制器的加权平均状态估计误差。MIMO自动对焦预编码设计被表述为一个无限视界平均成本马尔可夫决策过程。为了处理与MDP相关的维数问题,我们提出了一种新的连续时间摄动方法,并推导了MDP的渐近最优闭形式优先函数。在此基础上,我们推导出一种闭式一阶最优动态MIMO AF预编码方案,该方案具有事件驱动的控制结构。具体来说,当累积状态估计误差超过动态阈值时,传感器激活最强特征通道,将植物状态的动态加权组合传递给控制器。我们进一步建立了保证MIMO CPS稳定性的技术条件。
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