Modeling and Stability Analysis of Networked Robot System with Network-induced Delay and Data Dropout

Qiao Liu, Yi Li
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引用次数: 1

Abstract

To the networked robot system (NRS) that drops packets randomly, we considered the problem of optimal linear quadratic Gaussian (LQG) control and analyzed the stability of a NRS by modeling it. By presenting a mathematical model based on a packet-dropped setting, we extended the familiar LQG separation principle, proposed an optimal algorithm irrespective of the packet drop pattern of the networked robot. For the case of packet drops occurring according to a Markov chain, the stability analysis was carried out. We used the uncertainty threshold principle to show that under certain conditions there was a rate for dropped packets for which an undisturbed networked control system with imperfect state observation was mean square stable, used a sub-optimal method to simplify the calculation of the estimator and controller, got the solution to the Riccati-like equation and guaranteed the mean square stability of the NRS with perfect state information.
具有网络延迟和数据丢失的网络化机器人系统建模与稳定性分析
针对随机丢包的网络机器人系统,研究了最优线性二次高斯控制问题,并通过建模分析了网络机器人系统的稳定性。通过建立基于丢包设置的数学模型,对LQG分离原理进行了扩展,提出了一种与网络机器人丢包模式无关的最优算法。对于按马尔可夫链发生的丢包情况,进行了稳定性分析。利用不确定性阈值原理证明了在一定条件下具有不完全状态观测的无扰动网络控制系统具有均方稳定的丢包率,并利用次优方法简化了估计器和控制器的计算,得到了类riccti方程的解,保证了具有完全状态信息的网络控制系统的均方稳定。
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