Isotropic and Non-Isotropic Signaling in Multivariate α-Stable Noise

Malcolm Egan 
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Abstract

A wide range of communication systems are corrupted by non-Gaussian noise, ranging from wireless to power line. In some cases, including interference in uncoordinated OFDM-based wireless networks, the noise is both impulsive and multivariate. At present, little is known about the information capacity and corresponding optimal input distributions. In this paper, we derive upper and lower bounds of the information capacity by exploiting non-isotropic inputs. For the special case of sub-Gaussian α-stable noise models, a numerical study reveals that isotropic Gaussian inputs can remain a viable choice, although the performance depends heavily on the dependence structure of the noise.
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多元α-稳定噪声中的各向同性和非各向同性信号
从无线到电力线,各种各样的通信系统都受到非高斯噪声的破坏。在某些情况下,包括在基于ofdm的非协调无线网络中的干扰,噪声是脉冲和多元的。目前,人们对信息容量和相应的最优输入分布知之甚少。本文利用非各向同性输入导出了信息容量的上界和下界。对于亚高斯α-稳定噪声模型的特殊情况,数值研究表明,各向同性高斯输入仍然是一种可行的选择,尽管其性能严重依赖于噪声的依赖结构。
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