Spatially Correlated Cell-Free Massive MIMO Network with Centralized Operation and Low-Resolution ADCs

被引:2
作者
Li, Ning [1 ]
Fan, Pingzhi [1 ]
机构
[1] Southwest Jiaotong Univ, Ctr MoST, CSNMT Int Coop Res, Informat Coding & Transmiss Key Lab Sichuan Prov, Chengdu, Peoples R China
来源
2023 IEEE 98TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2023-FALL | 2023年
基金
中国国家自然科学基金;
关键词
Cell-free massive MIMO; centralized operation; spatially correlated channels; low-resolution ADCs; channel estimation; uplink spectral efficiency; optimal receive combining; SYSTEMS;
D O I
10.1109/VTC2023-Fall60731.2023.10333506
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the effect of low-resolution analog-to-digital converters (ADCs) on the centralized cell-free massive MIMO network over spatially correlated fading channels. The minimum mean squared error (MMSE) estimator is employed to acquire the channel state information through the established ADC quantization model. Our results show that both imperfect ADCs and pilot contamination will cause error floors. Then, the optimal receive combining is established to maximize the uplink ergodic channel capacity. Furthermore, a closed-form expression for the achievable uplink spectral efficiency (SE) is obtained with the help of maximum ratio (MR) combining, which provides important insights into how finite-resolution ADCs affect the centralized cell-free massive MIMO. Simulation results show that the SE of MR combining rapidly saturates with the increase of ADC quantization bits, while MMSE combining requires more quantization bits to further improve the SE compared with ideal ADCs.
引用
收藏
页数:6
相关论文
共 20 条
[1]  
Anokye P., 2023, IEEE Transactions on Wireless Communications, P1
[2]   Making Cell-Free Massive MIMO Competitive With MMSE Processing and Centralized Implementation [J].
Bjornson, Emil ;
Sanguinetti, Luca .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2020, 19 (01) :77-90
[3]   Massive MIMO networks: Spectral, energy, and hardware efficiency [J].
Björnson, Emil ;
Hoydis, Jakob ;
Sanguinetti, Luca .
Foundations and Trends in Signal Processing, 2017, 11 (3-4) :154-655
[4]   Massive Access for 5G and Beyond [J].
Chen, Xiaoming ;
Ng, Derrick Wing Kwan ;
Yu, Wei ;
Larsson, Erik G. ;
Al-Dhahir, Naofal ;
Schober, Robert .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2021, 39 (03) :615-637
[5]   Foundations of User-Centric Cell-Free Massive MIMO [J].
Demir, Ozlem Tugfe ;
Bjornson, Emil ;
Sanguinetti, Luca .
FOUNDATIONS AND TRENDS IN SIGNAL PROCESSING, 2020, 14 (3-4) :162-472
[6]   FD Cell-Free Massive MIMO Systems With Downlink Pilots: Analysis and Optimization [J].
Dey, Sauradeep ;
Budhiraja, Rohit .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2022, 70 (11) :7591-7608
[7]   Cell-Free Massive MIMO: A Survey [J].
Elhoushy, Salah ;
Ibrahim, Mohamed ;
Hamouda, Walaa .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2022, 24 (01) :492-523
[8]   Cell-Free Massive MIMO Versus Small Cells [J].
Hien Quoc Ngo ;
Ashikhmin, Alexei ;
Yang, Hong ;
Larsson, Erik G. ;
Marzetta, Thomas L. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (03) :1834-1850
[9]   Cell-Free Massive MIMO Systems With Low Resolution ADCs [J].
Hu, Xiaoling ;
Zhong, Caijun ;
Chen, Xiaoming ;
Xu, Weiqiang ;
Lin, Hai ;
Zhang, Zhaoyang .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2019, 67 (10) :6844-6857
[10]   Impact of UE Hardware Impairments on Uplink Spectral Efficiency of Cell-Free Massive MIMO Network [J].
Li, Ning ;
Fan, Pingzhi .
2023 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC, 2023,