Bayesian Approach to Channel Interpolation in Massive MIMO Receiver

被引:15
作者
Osinsky, Alexander [1 ]
Ivanov, Andrey [1 ]
Yarotsky, Dmitry [1 ]
机构
[1] Skolkovo Inst Sci & Technol, Skolkovo 143026, Russia
关键词
Delays; Interpolation; Channel estimation; Antennas; MIMO communication; Noise measurement; Bayes methods; Massive MIMO; channel interpolation; LINEAR INTERPOLATION;
D O I
10.1109/LCOMM.2020.3018541
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
We propose a new interpolation algorithm to enhance channel estimation accuracy in Massive Multiple Input, Multiple Output (MIMO) receiver. The algorithm employs a Bayesian approach to channel tap search and de-noise by taking into account the prior statistics of channel tap distribution. We validate our method using realistic state-of-the-art 5G simulations in a large number of non-line-of-sight scenarios of QuaDRiGa 2.0 channel. We show our method to outperform standard alternatives such as polynomial interpolation and time-domain windowing.
引用
收藏
页码:2751 / 2755
页数:5
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