随机码块错误概率的逼近、边界和精确计算

R. Müller
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引用次数: 0

摘要

本文提出了一种计算最大似然译码下随机码集的准确平均块错误率的方法。背离香农1959年的立体角论证,我们将问题投射到二维空间并应用标准三角函数。这使我们能够分析加性高斯白噪声中的高斯随机码和二进制对称信道的二进制随机码。我们发现Voronoi区域在块长度上呈双指数强化,并利用它提出了新的中值界,该中值界优于Shannon的1959球填充界,适用于均匀球系集,每当编码包含三个以上的码字时。此外,我们提出了一个非常严格的近似,以简化精确误差概率和两个边界的计算。
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On Approximation, Bounding & Exact Calculation of Block Error Probability for Random Codes
This paper presents a method to calculate the exact average block error probability of some random code ensembles under maximum-likelihood decoding. Deviating from Shannon’s 1959 solid angle argument, we project the problem into two dimensions and apply standard trigonometry. This enables us to also analyze Gaussian random codes in additive white Gaussian noise and binary random codes for the binary symmetric channel. We find that the Voronoi regions harden doubly-exponential in the blocklength and utilize that to propose the new median bound that outperforms Shannon’s 1959 sphere packing bound for the uniform spherical ensemble, whenever the code contains more than three codewords. Furthermore, we propose a very tight approximation to simplify computation of both exact error probability and the two bounds.
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