用于控制二进制输入高斯信道的编码器-控制器设计

Lei Bao, M. Skoglund
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引用次数: 0

摘要

研究了二值输入高斯信道(BGC)上具有状态反馈的闭环控制的编码器-控制器联合优化问题。目标是在有限范围内最小化期望的线性二次代价。这种编码器-控制器优化问题通常是困难的,主要是因为维数的诅咒。本文的结果是一种综合利用信道输出软信息和硬信息的计算可行的次优控制器的综合技术。所提出的控制器是有效的,因为它包含了测量量化、误差保护和对有限输入无限输出噪声信道的控制。本文还讨论了如何有效地实现该控制器。特别地,这是通过使用Hadamard技术来完成的。通过数值实验验证了该组合控制器与基于硬信息的控制器相比具有较好的增益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Encoder-controller design for control over the binary-input Gaussian channel
In this paper, we consider the problem of the joint optimization of encoder-controller for closed-loop control with state feedback over a binary-input Gaussian channel (BGC). The objective is to minimize the expected linear quadratic cost over a finite horizon. This encoder-controller optimization problem is hard in general, mostly because of the curse of dimensionality. The result of this paper is a synthesis technique for a computationally feasible suboptimal controller which exploits both the soft and hard information of the channel outputs. The proposed controller is efficient in the sense that it embraces measurement quantization, error protection and control over a finite-input infinite-output noisy channel. How to effectively implement this controller is also addressed in the paper. In particular, this is done by using Hadamard techniques. Numerical experiments are carried out to verify the promising gain offered by the combined controller, in comparison to the hard-information-based controller.
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