对于对称高斯双用户干扰信道,i.i.d混合输入和将干扰作为噪声处理的gof最优

Alex Dytso, Daniela Tuninetti, N. Devroye
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引用次数: 4

摘要

虽然双用户高斯干扰信道容量区域的多字母极限表达式是已知的,但容量通常被认为是开放的,因为这是不可计算的。已知其他可计算容量的外部边界可以在1/2位内实现,使用高斯输入和简化Han和Kobayashi(单字母)可实现速率区域的联合解码。这项工作表明,在没有时间分配的情况下,被称为“将干扰视为噪声”的简单方案可以使对称高斯干扰信道的容量区域外界在一个常数间隙内,或者在一个O阶(log log(SNR))的间隙内。因此,该方案在广义自由度(gdf)区域意义上几乎肯定是最优的。通过在多字母容量表达式中使用i.i.d混合输入(即离散随机变量和高斯随机变量的叠加)来获得可实现性,其中输入离散部分的最优点数以及输入离散部分和连续部分之间的最优功率分割以封闭形式表征。该结果的一个重要实际含义是,输入的离散部分表现为“公共消息”,其贡献可以从通道输出中删除,即使不采用联合解码。此外,可以通过改变输入的离散部分中的点的数目来模拟分时。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
i.i.d. mixed inputs and treating interference as noise are gDoF optimal for the symmetric Gaussian two-user interference channel
While a multi-letter limiting expression of the capacity region of the two-user Gaussian interference channel is known, capacity is generally considered to be open as this is not computable. Other computable capacity outer bounds are known to be achievable to within 1/2 bit using Gaussian inputs and joint decoding in the simplified Han and Kobayashi (single-letter) achievable rate region. This work shows that the simple scheme known as “treating interference as noise” without time-sharing attains the capacity region outer bound of the symmetric Gaussian interference channel to within either a constant gap, or a gap of order O(log log(SNR)), for all parameter regimes. The scheme is therefore optimal in the generalized Degrees of Freedom (gDoF) region sense almost surely. The achievability is obtained by using i.i.d. mixed inputs (i.e., a superposition of discrete and Gaussian random variables) in the multi-letter capacity expression, where the optimal number of points in the discrete part of the inputs, as well as the optimal power split among the discrete and continuous parts of the inputs, are characterized in closed form. An important practical implication of this result is that the discrete part of the inputs behaves as a “common message” whose contribution can be removed from the channel output, even though joint decoding is not employed. Moreover, time-sharing may be mimicked by varying the number of points in the discrete part of the inputs.
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