Performance Analysis of Rate Splitting in Massive MIMO Systems with Low Resolution ADCs/DACs

被引:3
作者
Ahiadormey, Roger Kwao [1 ]
Choi, Kwonhue [1 ]
机构
[1] Yeungnam Univ, Dept Informat & Commun Engn, Gyongsan 38541, South Korea
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 20期
基金
新加坡国家研究基金会;
关键词
massive multiple-input multiple-output; rate-splitting; low-resolution digital-to-analog converters (DACs); low-resolution analog-to-digital converters (ADCs); energy efficiency; NETWORKS; OPTIMIZATION; ENERGY; ACCESS;
D O I
10.3390/app11209409
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In this paper, we propose rate-splitting (RS) multiple access to mitigate the effects of quantization noise (QN) inherent in low-resolution analog-to-digital converters (ADCs) and digitalto-analog converters (DACs). We consider the downlink (DL) of a multiuser massive multiple-input multiple-output (MIMO) system where the base station (BS) is equipped with low-resolution ADCs/DACs. The BS employs the RS scheme for data transmission. Under imperfect channel state information (CSI), we characterize the spectral efficiency (SE) and energy efficiency (EE) by deriving the asymptotic signal-to-interference-and-noise ratio (SINR). For 1-bit resolution, the QN is very high, and the RS scheme shows no rate gain over the non-RS scheme. As the ADC/DAC resolution increases (i.e., 2-3 bits), the RS scheme achieves higher SE in the high signal-to-noise ratio (SNR) regime compared to that of the non-RS scheme. For a 3-bit resolution, the number of antennas can be reduced by 27% in the RS scheme to achieve the same SE as the non-RS scheme. Low-resolution DACs degrades the system performance more than low-resolution ADCs. Hence, it is preferable to equip the system with low-resolution ADCs than low-resolution DACs. The system achieves the best SE/EE tradeoff for 4-bit resolution ADCs/DACs.
引用
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页数:21
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