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Stochastic model predictive control for constrained networked control systems with random time delay

机译:随机时滞约束网络控制系统的随机模型预测控制

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摘要

In this paper the continuous time stochastic constrained optimal control problem is formulated for the class of networked control systems assuming that time delays follow a discrete-time, finite Markov chain . Polytopic overapproximations of the system's trajectories are employed to produce a polyhedral inner approximation of the non-convex constraint set resulting from imposing the constraints in continuous time. The problem is cast in a Markov jump linear systems (MJLS) framework and a stochastic MPC controller is calculated explicitly, oine, coupling dynamic programming with parametric piecewise quadratic (PWQ) optimization. The calculated control law leads to stochastic stability of the closed loop system, in the mean square sense and respects the state and input constraints in continuous time.
机译:在本文中,假设时间延迟遵循离散时间有限马尔可夫链,则针对一类网络控制系统提出了连续时间随机约束的最优控制问题。使用系统轨迹的多主题过逼近来产生非凸约束集的多面体内部逼近,这是由于在连续时间内施加约束而产生的。这个问题是在马尔可夫跳跃线性系统(MJLS)框架中提出的,并且是随机计算的MPC控制器,特别是,将动态编程与参数分段二次(PWQ)优化耦合在一起。在均方意义上,计算得出的控制律可导致闭环系统的随机稳定性,并在连续时间内考虑状态和输入约束。

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