Optimal Multiuser Loading in Quantized Massive MIMO Under Spatially Correlated Channels

被引:13
作者
Xu, Jindan [1 ,2 ]
Xu, Wei [1 ,2 ]
Gong, Fengkui [2 ]
Zhang, Hua [1 ]
You, Xiaohu [1 ]
机构
[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Jiangsu, Peoples R China
[2] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
关键词
Massive multiple-input multiple-output (MIMO); digital-to-analog converter (DAC); analog-to-digital converter (ADC); spatial correlation; user loading ratio; PERFORMANCE ANALYSIS; SPECTRAL EFFICIENCY; CAPACITY; SYSTEMS; WIRELESS; USERS;
D O I
10.1109/TVT.2018.2886346
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
Low-resolution digital-to-analog converter (DAC) has shown great potential in facilitating cost- and power-efficient implementation of massive multiple-input multiple-output (MIMO) systems. We investigate the performance of a massive MIMO down-link network with low-resolution DACs using regularized zero-forcing (RZF) precoding. It serves multiple receivers equipped with finite-resolution analog-to-digital converters (ADCs). By taking the quantization errors at both the transmitter and receivers into account under spatially correlated channels, the regularization parameter for RZF is optimized with a closed-form solution by applying the asymptotic random matrix theory. The optimal regularization parameter increases linearly with respect to the user loading ratio while independent of the ADC quantization resolution and the channel correlation. Furthermore, asymptotic sum rate performance is characterized and a closed-form expression for the optimal user loading ratio is obtained at a low signal-tonoise ratio. The optimal ratio increases with the DAC resolution while it decreases with the ADC resolution. Numerical simulations verify our observations.
引用
收藏
页码:1459 / 1471
页数:13
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