论文标题

两用户弱高斯干扰通道的容量区域

Capacity Region of Two-users Weak Gaussian Interference Channel

论文作者

Khandani, Amir K.

论文摘要

高斯干扰通道(GIC)的计算能力很复杂,因为需要以输入分布的了解来以封闭形式找到相互信息术语,应在输入分布和关联的资源分配上进行优化。最佳解决方案可能需要将可用资源分配给几个GIC(每个人称为“组成区域”,以下称为“组成区域”),并在其中应用时间共享。当前的文章着重于两个用户弱的GIC的单个组成区域(这意味着对资源的限制都对平等满意)。结果表明,通过依靠对基础优化问题的不同,直观的直观,直觉上的解释,可以在计算最佳解决方案的过程中确定编码/解码策略。这是基于无限步骤沿着容量区域的边界逐渐移动的,在该步骤中,每个步骤中的终点的解决方案都依赖于步骤的起点处的解决方案。这种方法可以证明高斯分布在整个边界上是最佳的,并且还允许找到描述容量区域不同部分的简单封闭形式解决方案。每个组成2个用户的解决方案与使用I.I.D的Han Kobayashi(HK)系统的最佳解决方案相吻合。 (标量)高斯输入。尽管该文章集中在2个用户弱的GIC上,但高斯分布最佳的证明与跨收益的值无关,因此普遍适用于强,混合和Z的干扰通道,以及与两个以上用户的GIC。此外,通过重新介绍已经确定的各种条件,假设交叉收益小于一个,则适用于任意交叉增益值。

Computing capacity of Gaussian Interference Channel (GIC) is complex since knowledge of input distributions is needed to find the mutual information terms in closed forms, which should be optimized over input distributions and associated resource allocation. The optimum solution may require dividing the available resources among several GIC (each called a "constituent region", hereafter) and apply time-sharing among them. The current article focuses on a single constituent region (meaning the constraints on resources are all satisfied with equality) for a 2-users weak GIC. It is shown that, by relying on a different, intuitively straightforward, interpretation of the underlying optimization problem, one can determine the encoding/decoding strategies in the process of computing the optimum solution. This is based on gradually moving along the boundary of the capacity region in infinitesimal steps, where the solution for the end point in each step is optimized relying on the solution at the step's starting point. This approach enables proving Gaussian distribution is optimum over the entire boundary, and also allows finding simple closed form solutions describing different parts of the capacity region. The solution for each constituent 2-users GIC coincides with the optimum solution to the Han Kobayashi (HK) system of constraints with i.i.d. (scalar) Gaussian inputs. Although the article is focused on 2-users weak GIC, the proof for optimality of Gaussian distribution is independent of the values of cross gains, and thereby is universally applicable to strong, mixed and Z interference channels, as well as to GIC with more than two users. In addition, the procedure for the construction of boundary is applicable for arbitrary cross gain values, by re-deriving various conditions that have been established assuming cross gains being less than one.

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