Interference alignment: From degrees-of-freedom to constant-gap capacity approximations

Urs Niesen, M. Maddah-ali
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引用次数: 103

Abstract

Interference alignment is a key technique for communication scenarios with multiple interfering links. In several such scenarios, interference alignment was used to characterize the degrees-of-freedom of the channel. However, these degrees-of-freedom capacity approximations are often too weak to make accurate predictions about the behavior of channel capacity at finite signal-to-noise ratios. The aim of this paper is to significantly strengthen these results by showing that interference alignment can be used to characterize capacity to within a constant gap. We focus on real time-invariant frequency-flat X-channels, for which only the degrees-of-freedom are known. We propose a new communication scheme and show that it achieves the capacity of the Gaussian X-channel to within a constant gap. To aid in this process, we develop a novel deterministic channel model, admitting a wider range of achievable schemes that can be translated to the Gaussian channel. For this deterministic model, we find an approximately optimal communication scheme. We then translate this scheme for the deterministic channel to the original Gaussian X-channel and show that it achieves capacity to within a constant gap. This is the first constant-gap result for a fully-connected network requiring interference alignment.
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干涉对准:从自由度到等间隙容量近似
干扰对准是多干扰通信场景中的一项关键技术。在一些这样的情况下,干扰对准被用来表征信道的自由度。然而,这些自由度容量近似值通常太弱,无法准确预测有限信噪比下信道容量的行为。本文的目的是通过表明干涉对准可以用来表征恒定间隙内的容量来显著加强这些结果。我们的重点是实时不变的频率平坦的x通道,其中只有自由度是已知的。我们提出了一种新的通信方案,并证明它达到了高斯x通道在恒定间隙内的容量。为了帮助这一过程,我们开发了一种新的确定性信道模型,允许更广泛的可实现方案,可以转换为高斯信道。对于这个确定性模型,我们找到了一个近似最优的通信方案。然后,我们将这种确定性通道的方案转换为原始高斯x通道,并表明它在恒定间隙内实现了容量。这是需要干扰对准的全连接网络的第一个恒定间隙结果。
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