Quantized Precoding for Massive MU-MIMO

被引:241
作者
Jacobsson, Sven [1 ,2 ]
Durisi, Giuseppe [2 ]
Coldrey, Mikael [1 ]
Goldstein, Tom [3 ]
Studer, Christoph [4 ]
机构
[1] Ericsson Res, S-41756 Gothenburg, Sweden
[2] Chalmers Univ Technol, Dept Elect Engn, S-41296 Gothenburg, Sweden
[3] Univ Maryland, Dept Comp Sci, College Pk, MD 20742 USA
[4] Cornell Univ, Sch Elect & Comp Engn, Ithaca, NY 14853 USA
基金
美国国家科学基金会;
关键词
Massive multi-user multiple-input multiple-output; digital-to-analog converter; Bussgang's theorem; minimum mean-square error precoding; convex optimization; semi-definite relaxation; Douglas-Rachford splitting; sphere precoding; GAUSSIAN BROADCAST CHANNEL; SEMIDEFINITE RELAXATION; WIRELESS SYSTEMS; ACHIEVABLE RATES; SUM CAPACITY; MULTIUSER; COMPLEXITY; DOWNLINK; MULTIANTENNA; DUALITY;
D O I
10.1109/TCOMM.2017.2723000
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Massive multiuser (MU) multiple-input multiple-output (MIMO) is foreseen to be one of the key technologies in fifth-generation wireless communication systems. In this paper, we investigate the problem of downlink precoding for a narrow-band massive MU-MIMO system with low-resolution digital-to-analog converters (DACs) at the base station (BS). We analyze the performance of linear precoders, such as maximal-ratio transmission and zero-forcing, subject to coarse quantization. Using Bussgang's theorem, we derive a closed-form approximation on the rate achievable under such coarse quantization. Our results reveal that the performance attainable with infinite-resolution DACs can be approached using DACs having only 3-4 bits of resolution, depending on the number of BS antennas and the number of user equipments (UEs). For the case of 1-bit DACs, we also propose novel nonlinear precoding algorithms that significantly outperform linear precoders at the cost of an increased computational complexity. Specifically, we show that nonlinear precoding incurs only a 3 dB penalty compared with the infinite-resolution case for an uncoded bit-error rate of 10-3, in a system with 128 BS antennas that uses 1-bit DACs and serves 16 single-antenna UEs. In contrast, the penalty for linear precoders is about 8 dB.
引用
收藏
页码:4670 / 4684
页数:15
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