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A Tiger by the Tail: When Multiplicative Noise Stymies Control

机译:尾巴的老虎:当乘法噪声脱腹控制时

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This paper considers the stabilization of an unstable discrete-time linear system that is observed over a channel corrupted by continuous multiplicative noise. The main result is a converse bound that shows that if the system growth is large enough the system cannot be stabilized in a mean-squared sense. This is done by showing that the probability of the state magnitude remains bounded must go to zero with time. It was known that a system with multiplicative observation noise can be stabilized using a simple linear strategy if the system growth is suitably bounded. However, it was not clear whether non-linear controllers could overcome arbitrarily large growth factors. One difficulty with using the standard approach for a data-rate theorem style converse is that the mutual information per round between the system state and the observation is potentially unbounded with a multiplicative noise observation channel. Our proof technique recursively bounds the conditional density of the system state (instead of focusing on the second moment) to bound the progress the controller can make.
机译:本文考虑稳定不稳定的离散时间线性系统,这些线性系统在连续乘法噪声损坏的频道上观察到。主要结果是一个逆界定,表明,如果系统的增长足够大,系统不能以平均平均意义稳定。这是通过表示状态幅度保持界限的概率必须随时间转到零。众所周知,如果系统生长适当地界定,则可以使用简单的线性策略稳定具有乘法观察噪声的系统。但是,目前尚不清楚非线性控制器是否可以克服任意大的生长因子。使用标准方法的数据速率定理逆转的一个难度是系统状态和观察之间的每个圆形的相互信息潜在地用乘法噪声观察信道无限制地。我们的证明技术递归地界限系统状态的条件密度(而不是在第二时刻聚焦)以绑定控制器可以制造的进度。

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