Gaussian Multiple and Random Access in the Finite Blocklength Regime

Recep Can Yavas, V. Kostina, M. Effros
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引用次数: 5

Abstract

This paper presents finite-blocklength achievability bounds for the Gaussian multiple access channel (MAC) and random access channel (RAC) under average-error and maximal-power constraints. Using random codewords uniformly distributed on a sphere and a maximum likelihood decoder, the derived MAC bound on each transmitter's rate matches the MolavianJazi-Laneman bound (2015) in its first- and second- order terms, improving the remaining terms to $\frac{1}{2}\frac{{\log n}}{n} + O\left( {\frac{1}{n}} \right)$ bits per channel use. The result then extends to a RAC model in which neither the encoders nor the decoder knows which of K possible transmitters are active. In the proposed rateless coding strategy, decoding occurs at a time nt that depends on the decoder's estimate t of the number of active transmitters k. Single-bit feedback from the decoder to all encoders at each potential decoding time ni, i ≤ t, informs the encoders when to stop transmitting. For this RAC model, the proposed code achieves the same first-, second-, and third-order performance as the best known result for the Gaussian MAC in operation.
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有限块长度域的高斯倍数和随机访问
本文给出了平均误差和最大功率约束下高斯多址信道(MAC)和随机接入信道(RAC)的有限块长可达性边界。使用均匀分布在球体上的随机码字和最大似然解码器,每个发射机速率的派生MAC界在其一阶和二阶项中与MolavianJazi-Laneman界(2015)相匹配,将其余项提高到每个信道使用$\frac{1}{2}\frac{{\log n}}{n} + O\left( {\frac{1}{n}} \right)$位。然后将结果扩展到RAC模型,其中编码器和解码器都不知道K个可能的发送器中哪个是活动的。在所提出的无速率编码策略中,解码发生的时间nt取决于解码器对活动发送器数量k的估计t。在每个可能的解码时间ni i≤t时,解码器向所有编码器提供的单比特反馈通知编码器何时停止传输。对于这个RAC模型,所建议的代码实现了与高斯MAC运行中最著名的结果相同的一阶、二阶和三阶性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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