Energy efficient random access for the quasi-static fading MAC

S. Kowshik, K. Andreev, A. Frolov, Yury Polyanskiy
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引用次数: 46

Abstract

We discuss the problem of designing channel access architectures for enabling fast, low-latency, grant-free and uncoordinated uplink for densely packed wireless nodes. Specifically, we extend the concept of random-access code introduced at ISIT’2017 by one of the authors to the practically more relevant case of the AWGN multiple-access channel (MAC) subject to Rayleigh fading, unknown to the decoder. We derive bounds on the fundamental limits of random-access coding and propose an alternating belief-propagation scheme as a candidate practical solution. The latter’s performance was found to be surprisingly close to the information-theoretic bounds. It is curious, thus, that while fading significantly increases the minimal required energy-per-bit Eb/N0 (from about 0-2 dB to about 8-11 dB), it appears that it is much easier to attain the optimal performance over the fading channel with a practical scheme by leveraging the inherent randomization introduced by the channel. Finally, we mention that while a number of candidate solutions (MUSA, SCMA, RSMA, etc.) are being discussed for the 5G, the information-theoretic analysis and benchmarking has not been attempted before (in part due to lack of common random-access model). Our work may be seen as a step towards unifying performance comparisons of these methods.
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准静态衰落MAC的节能随机存取
我们讨论了设计通道访问架构的问题,以便为密集的无线节点实现快速、低延迟、无授权和不协调的上行链路。具体来说,我们将其中一位作者在ISIT ' 2017上介绍的随机接入码的概念扩展到实际更相关的AWGN多址信道(MAC)受瑞利衰落影响的情况,解码器不知道。我们推导了随机访问编码基本极限的界,并提出了一种交替的信念传播方案作为候选的实际解决方案。后者的表现被发现惊人地接近信息理论界限。因此,令人好奇的是,虽然衰落显着增加了每比特所需的最小能量Eb/N0(从约0-2 dB到约8-11 dB),但通过利用信道引入的固有随机化,在衰落信道上使用实用方案似乎更容易获得最佳性能。最后,我们提到,虽然正在讨论5G的一些候选解决方案(MUSA, SCMA, RSMA等),但以前没有尝试过信息论分析和基准测试(部分原因是缺乏通用的随机访问模型)。我们的工作可能被视为朝着统一这些方法的性能比较迈出的一步。
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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