Cell-Free Massive MIMO System for Indoor Industrial IoT Networks

被引:2
作者
Mohamed Mahmoud, Amel [1 ]
Hesham Mehana, Ahmed [1 ]
Fahmy, Yasmine A. H. [1 ]
机构
[1] Cairo Univ, Dept Elect & Elect Commun Engn, Giza 12613, Egypt
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Industrial Internet of Things; Uplink; Production facilities; Massive MIMO; Reliability; Complexity theory; Channel estimation; 6G mobile communication; Signal to noise ratio; Signal processing algorithms; Manufacturing automation; Spectral efficiency; Cell-free massive MIMO; channel estimation; factory automation; MMSE processing; pilot contamination; scalability; spectral efficiency; WIRELESS;
D O I
10.1109/ACCESS.2024.3471672
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 application of Cell-Free massive MIMO (CF-mMIMO) in indoor industrial environments, a key technology for ensuring reliability and spectral efficiency (SE) in 5G and beyond. We implement two schemes, centralized and distributed, to accommodate different levels of cooperation between access points (APs) and central processing units. We introduce an effective AP selection method and a pilot assignment scheme to mitigate pilot contamination (PC). We examine the factors influencing uplink SE, such as vertical distance and PC. Moreover, we employ a scalable CF-mMIMO model to reduce the complexity without compromising SE. Numerical results demonstrate the superior performance of the centralized CF-mMIMO, showcasing improved SE in uplink and downlink. The analysis shows that smaller vertical distances enhance SE, even in the presence of PC. Furthermore, the results demonstrate the effectiveness of the scalable model, revealing that connecting the user to fewer APs does not significantly degrade performance while reducing complexity based on a chosen threshold. The threshold value is the maximum allowable difference between the large-scale fading coefficients of a candidate AP and the main AP for each user to serve as an AP. Selecting a threshold value of psi = -40 dB reduces the maximum number of serving APs to 30% of the total, significantly lowering complexity while decreasing the SE by only 1 bits/s/Hz at most. The results reveal that serving UE with only one AP does not significantly compromise performance for a small number of UEs. However, it affects performance when the number of UEs is large.
引用
收藏
页码:143288 / 143306
页数:19
相关论文
共 50 条
[21]   Spectral Efficiency Analysis of Cell-Free Distributed Massive MIMO Systems With Imperfect Covariance Matrix [J].
Ye, Feng ;
Li, Jiamin ;
Zhu, Pengcheng ;
Wang, Dongming ;
Wu, Hao ;
You, Xiaohu .
IEEE SYSTEMS JOURNAL, 2022, 16 (04) :5402-5412
[22]   Downlink Spectral Efficiency of Cell-Free Massive MIMO Systems With Multi-Antenna Users [J].
Mai, Trang C. ;
Ngo, Hien Quoc ;
Duong, Trung Q. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 68 (08) :4803-4815
[23]   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
[24]   Cell-Free Massive MIMO-OFDM: Asynchronous Reception and Performance Analysis [J].
Li, Guoyu ;
Wu, Shaochuan ;
You, Changsheng ;
Zhang, Wenbin ;
Shang, Guanyu ;
Zhou, Xiaokang .
IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (07) :11894-11906
[25]   Unknown Interference Modeling for Rate Adaptation in Cell-Free Massive MIMO Networks [J].
Zaher, Mahmoud ;
Bjornson, Emil ;
Petrova, Marina .
2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
[26]   Rate-Splitting Assisted Massive Machine-Type Communications in Cell-Free Massive MIMO [J].
Mishra, Anup ;
Mao, Yijie ;
Sanguinetti, Luca ;
Clerckx, Bruno .
IEEE COMMUNICATIONS LETTERS, 2022, 26 (06) :1358-1362
[27]   Iterative Power Control for Maximizing Spectral Efficiency in Cell-Free Massive MIMO Systems [J].
Dikmen, Osman .
IEEE ACCESS, 2024, 12 :133834-133847
[28]   RIS-Assisted Cell-Free Massive MIMO Relying on Reflection Pattern Modulation [J].
Sui, Zeping ;
Ngo, Hien Quoc ;
Chien, Trinh Van ;
Matthaiou, Michail ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2025, 73 (02) :968-982
[29]   Secure Transmission Scheme Based on Fingerprint Positioning in Cell-Free Massive MIMO Systems [J].
Qiu, Jiahua ;
Xu, Kui ;
Xia, Xiaochen ;
Shen, Zhexian ;
Xie, Wei ;
Zhang, Dongmei ;
Wang, Meng .
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2022, 8 :92-105
[30]   Joint Port Selection Based Channel Acquisition for FDD Cell-Free Massive MIMO [J].
Zhang, Cheng ;
Du, Pengguang ;
Ding, Minjie ;
Jing, Yindi ;
Huang, Yongming .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2024, 72 (06) :3572-3586