速率信息最优的高斯信道输出压缩

A. Winkelbauer, G. Matz
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引用次数: 26

摘要

我们研究了在信道输出压缩下,具有高斯输入的高斯信道所能达到的最大速率。这个问题关系到实际通信系统中接收信号的量化。我们利用高斯信息瓶颈给出了信息率函数和率-信息函数的封闭表达式,量化了压缩率和相应的端到端互信息之间的最优权衡。我们进一步表明,均方误差对信道输出的最优压缩实现了最优权衡,从而极大地促进了信道输出量化器的设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Rate-information-optimal Gaussian channel output compression
We study the maximum rate achievable over a Gaussian channel with Gaussian input under channel output compression. This problem is relevant to receive signal quantization in practical communication systems. We use the Gaussian information bottleneck to provide closed-form expressions for the information-rate function and the rate-information function, which quantify the optimal trade-off between the compression rate and the corresponding end-to-end mutual information. We furthermore show that mean-square error optimal compression of the channel output achieves the optimal trade-off, thereby greatly facilitating the design of channel output quantizers.
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