A Comparison of the Uplink Performance of Cell-Free Massive MIMO using Three Linear Combining Schemes: Full-Pilot Zero Forcing with Access Point Selection, Matched-Filter and Local-Minimum-Mean-Square Error

Stephen O'Hurley, Le-Nam Tran
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引用次数: 2

Abstract

In this paper, three types of linear receiver for the uplink of cell-free massive multiple-input-multiple-output (MIMO) will be studied to gain a clear comparison and understanding of their performance. In a cell-free massive MIMO system, a large number of randomly distributed access points (APs) cooperate to serve a much smaller number of users in the same time-frequency resource. The three receivers of interest are matched-filter (MF) combining, full-pilot zero forcing (fpZF) combining and the local-minimum-mean-squared error (L-MMSE) combining. The APs use locally obtained channel state information to perform the combining. Max-min fairness power control is utilised for the MF and fpZF combining to ensure uniformly good service for all users in the system. We note that max-min fairness power control is not required for the L-MMSE combining since the L-MMSE scheme itself can provide the worst served users with the same spectral efficiency as the MF with max-min fairness. In this paper an AP selection scheme is proposed for the fpZF combining. In particular, the proposed AP selection scheme provides users with reasonably good spectral efficiency using a subset of APs rather than all APs serving all users, which proves to increase the overall energy efficiency of the system. The results show that the fpZF consistently outperforms the MF and L-MMSE even while using only a subset of the APs.
三种线性组合方案:带接入点选择的全导零强迫、匹配滤波和局部最小均方误差的无小区大规模MIMO上行链路性能比较
本文将研究用于无小区大规模多输入多输出(MIMO)上行链路的三种类型的线性接收机,以便对它们的性能进行清晰的比较和理解。在无蜂窝的大规模MIMO系统中,大量随机分布的接入点(ap)相互协作,在相同的时频资源中为数量少得多的用户提供服务。三个感兴趣的接收机分别是匹配滤波器(MF)组合、全导零强制(fpZF)组合和局部最小均方误差(L-MMSE)组合。ap使用本地获取的信道状态信息进行合并。最大最小公平功率控制用于MF和fpZF组合,以确保系统中所有用户的统一良好服务。我们注意到L-MMSE组合不需要最大最小公平性功率控制,因为L-MMSE方案本身可以为服务最差的用户提供与具有最大最小公平性的MF相同的频谱效率。本文提出了一种用于fpZF组合的AP选择方案。特别是,所提出的AP选择方案使用AP的子集而不是所有AP为所有用户服务,为用户提供了相当好的频谱效率,从而提高了系统的整体能效。结果表明,即使只使用ap的一个子集,fpZF也始终优于MF和L-MMSE。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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