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Active probing for information in control systems with quantized state measurements: a minimum entropy approach

机译:主动探测控制系统中具有量化状态测量的信息:最小熵方法

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摘要

In this paper the effect of state quantization in scaler discrete-time linear control systems is studied by analyzing the system as a partially observed stochastic system. The problem of optimal state information gathering and filtering is investigated using information theoretic measures and formulating the state estimation problem as an entropy optimization problem. The active probing effect of the feedback control is thoroughly studied. Optimal feedback controls which minimize various types of entropy costs are determined, and it is shown that this problem is equivalent to an optimal control problem for a controlled Markov chain.
机译:本文通过分析定标器离散时间线性控制系统中的部分量化随机系统来研究状态量化的影响。利用信息理论方法研究了最优状态信息的收集和过滤问题,并将状态估计问题表述为熵优化问题。深入研究了反馈控制的主动探测效果。确定了最小化各种熵成本的最优反馈控制,并且表明该问题等效于受控马尔可夫链的最优控制问题。

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