Asymptotic SEP Analysis and Optimization of Linear-Quantized Precoding in Massive MIMO Systems

被引:1
|
作者
Wu, Zheyu [1 ,2 ]
Ma, Junjie [1 ]
Liu, Ya-Feng [1 ]
Swindlehurst, A. Lee [3 ]
机构
[1] Chinese Acad Sci, State Key Lab Sci & Engn Comp, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
[3] Univ Calif Irvine, Ctr Pervas Commun & Comp, Irvine, CA 92697 USA
基金
中国国家自然科学基金;
关键词
Massive MIMO; Quantization (signal); linear precoding; asymptotic analysis; Haar random matrix; random matrix theory; ONE-BIT; DETERMINISTIC EQUIVALENT; CHANNELS;
D O I
10.1109/TIT.2023.3321340
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A promising approach to deal with the high hardware cost and energy consumption of massive MIMO transmitters is to use low-resolution digital-to-analog converters (DACs) at each antenna element. This leads to a transmission scheme where the transmitted signals are restricted to a finite set of voltage levels. This paper is concerned with the analysis and optimization of a low-cost quantized precoding strategy, referred to as linear-quantized precoding, for a downlink massive MIMO system under Rayleigh fading. In linear-quantized precoding, the signals are first processed by a linear precoding matrix and subsequently quantized component-wise by the DAC. In this paper, we analyze both the signal-to-interference-plus-noise ratio (SINR) and the symbol error probability (SEP) performances of such linear-quantized precoding schemes in an asymptotic framework where the number of transmit antennas and the number of users grow large with a fixed ratio. Our results provide a rigorous justification for the heuristic arguments based on the Bussgang decomposition that are commonly used in prior works. Based on the asymptotic analysis, we further derive the optimal precoder within a class of linear-quantized precoders that includes several popular precoders as special cases. Our numerical results demonstrate the excellent accuracy of the asymptotic analysis for finite systems and the optimality of the derived precoder.
引用
收藏
页码:2566 / 2589
页数:24
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