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Infinite-horizon linear quadratic optimal control for discrete-time LTI systems with random input gains

机译:具有随机输入增益的离散时间LTI系统的无限水平线性二次最优控制

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In this paper we continue our study of the infinite-horizon linear quadratic (LQ) optimal control for linear time-invariant (LTI) discrete systems with random input gains. In our previous work, it is shown that the LQ optimal control problem with an internal stability requirement is solvable if and only if a mean-square stabilizing solution to the associated modified algebraic Riccati equation (MARE) exists. Moreover, the optimal controller is a linear state feedback. In this paper, we focus on investigating the conditions ensuring the existence of a mean-square stabilizing solution to the MARE. The observability and detectability as well as stabilizability for stochastic systems are defined in the mean-square sense which play essential roles in the LQ optimal control. By channel/controller co-design, we obtain a sufficient condition ensuring the existence of the mean-square stabilizing solution to the MARE.
机译:在本文中,我们将继续研究具有随机输入增益的线性时不变(LTI)离散系统的无限水平线性二次(LQ)最优控制。在我们之前的工作中,证明了,只有当相关修正的代数Riccati方程(MARE)的均方稳定解存在时,带有内部稳定性要求的LQ最优控制问题才可解决。而且,最佳控制器是线性状态反馈。在本文中,我们专注于调查条件,以确保存在MARE的均方稳定化解决方案。均方定义了随机系统的可观察性和可检测性以及稳定性,它们在LQ最优控制中起着至关重要的作用。通过通道/控制器的协同设计,我们获得了充分的条件,从而确保了MARE的均方稳定化解决方案的存在。

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