振幅约束加性高斯信道容量实现分布质量点数目的上界

S. Yagli, Alex Dytso, H. Poor, S. Shamai
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引用次数: 6

摘要

研究了一种具有峰值功率约束输入的n维加性高斯噪声信道。众所周知,在这种情况下,实现能力的输入分布是由有限多个同心壳支撑的。然而,由于之前的证明技术,既没有最优输入分布的确切壳数,也没有最优输入分布的界。本文给出了能力实现输入分布壳数有限的另一种证明,并给出了壳数的第一个确定上界,为解决许多这类问题提供了另一种途径。特别地,对于每一个维度n,表明壳层数由O(A2)给出,其中A是对输入振幅的约束。此外,本文还提供了n = 1情况下的点数边界,并附加了一个幂约束。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Upper Bound on the Number of Mass Points in the Capacity Achieving Distribution for the Amplitude Constrained Additive Gaussian Channel
This paper studies an n-dimensional additive Gaussian noise channel with a peak-power-constrained input. It is well known that, in this case, the capacity-achieving input distribution is supported on finitely many concentric shells. However, due to the previous proof technique, neither the exact number of shells of the optimal input distribution nor a bound on it was available.This paper provides an alternative proof of the finiteness of the number shells of the capacity-achieving input distribution and produces the first firm upper bound on the number of shells, paving an alternative way for approaching many such problems. In particular, for every dimension n, it is shown that the number of shells is given by O(A2) where A is the constraint on the input amplitude. Moreover, this paper also provides bounds on the number of points for the case of n = 1 with an additional power constraint.
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