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-Control of Continuous-Time Hidden Markov Jump Linear Systems

机译:隐马尔可夫跳跃线性系统的控制

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This technical note addresses the -control problem for a continuous-time Markov Jump Linear System (MJLS) with partial information on the mode of operation. The jumps of the system depend on a continuous-time hidden Markov model (CT-HMM) where the hidden process represents the dynamics of the real system, while the emitted signal represents the information available to the controller. We start by analyzing the stochastic stability control problem with the goal to design a state feedback linear controller that stochastically stabilizes the closed-loop system, relying on the information from the detector. Two dual formulations, based on LMI problems, are derived as a solution for this problem. These results are then extended to the guaranteed cost control problem. The technical note is concluded with a numerical example which illustrates the derived results.
机译:本技术说明介绍了连续时间马尔可夫跳跃线性系统(MJLS)的-控制问题,并提供了有关工作模式的部分信息。系统的跳跃取决于连续时间隐式马尔可夫模型(CT-HMM),其中隐式过程表示真实系统的动态,而发出的信号表示控制器可用的信息。我们从分析随机稳定性控制问题开始,目标是设计一个状态反馈线性控制器,该控制器根据检测器提供的信息随机稳定闭环系统。基于LMI问题的两种对偶公式可作为该问题的解决方案。然后将这些结果扩展到保证的成本控制问题。技术说明的结尾是一个数值示例,说明了得出的结果。

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