In practical propagation environments, different massive MIMO users can have correlated angles in spatial paths. In this paper, we study the effect of angle correlation on inter-user channel correlation via a combination of measurement and analysis. We show three key results. First, we collect a massive MIMO channel dataset for examining the inter-user channel correlation in a real-world propagation environment; the dataset is now open-access. We observed channel correlation higher than $0.48$ for all close-by users. Additionally, over $30$ % of far-away users, even when they are tens of wavelengths apart, have inter-user channel correlation that is at least twice higher than the correlation in the i.i.d. Rayleigh fading channel. Second, we compute the inter-user channel correlation in closed-form as a function of inter-user angle correlation, the number of base-station antennas, and base-station inter-antenna spacing. Our analysis shows that inter-user angle correlation increases the inter-user channel correlation. Inter-user channel correlation reduces with a larger base-station array aperture, i.e., more antennas and larger inter-antenna spacing. Third, we explain the measurements with numerical experiments to show that inter-user angle correlation can result in significant inter-user channel correlation in practical massive MIMO channels.
翻译:在实际的传播环境中,不同的大型MIMO用户可以在空间路径上拥有相关角度。在本文中,我们通过测量和分析的结合,研究用户间通道相关性的角度相关性的影响。我们展示了三个关键结果。首先,我们收集了大型MIIM频道数据集,用于在现实世界传播环境中检查用户间通道的相关性;现在数据集是开放的;我们观察到所有近距离用户的频道相关性高于0.48美元。此外,远距离用户中超过30美元的比例,即使它们相距有数十波长,用户间通道的相关性至少比i.i.i.d.d.Rayleigh fading 频道的相互关系高两倍。第二,我们在封闭式频道中计算用户间通道的互联性,作为用户间角度相关性、基站天线数量和基站间隔断的功能。我们的分析表明,用户间角度的相关性增加了用户间通道的相互关系。用户间通道的关联性下降与更大的基站阵列阵列孔径,即,更多的天线和更大的用户间连接性通道的连接性关系,我们能够解释实际用户间断断断断断断层中的重要的磁带。