未知用户数静态多用户检测的大系统分析

A. T. Campo, E. Biglieri
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引用次数: 5

摘要

我们提出了一项大型多址通信系统的研究,其中在不知道干扰数量的情况下执行多用户检测。当用户数量无界增加时,最优检测器可以渐近分析。基于自旋玻璃理论的统计物理方法提供了分析工具来处理要分析的性能参数(误差概率等)在极限下自平均的大型系统。特别令人感兴趣的是复制方法,它被用作计算自由能函数和宏观参数的关键技术,这些参数决定了大系统极限下的多用户效率和误码概率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Large-System Analysis of Static Multiuser Detection with an Unknown Number of Users
We present a study of large multiple-access communication systems in which multiuser detection is performed without knowledge of the number of interferers. When the number of users increases without bound, optimum detectors can be analyzed asymptotically. A statistical physics approach based on spin glass theory provides analytical tools to deal with large systems in which the performance parameters to be analyzed (error probabilities, etc) are self-averaging in the limit. Of particular interest is the replica method that is used as a key technique to compute the free-energy function and the macroscopic parameters that determine the multiuser efficiency and the bit error probability in the large system limit.
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