A mechanism for 5G MIMO performance optimization and evaluation

被引:0
作者
Tzanakos, Dimosthenis [1 ]
Allayiotis, Foivos [1 ]
Kokkinos, Vasileios [1 ]
Bouras, Christos [1 ]
机构
[1] Univ Patras, Comp Engn & Informat Dept, Patras, Greece
来源
PROCEEDINGS OF THE 2021 13TH IFIP WIRELESS AND MOBILE NETWORKING CONFERENCE (WMNC 2021) | 2021年
关键词
5G; MIMO; optimization; throughput; channel state information; ALGORITHMS; ASSIGNMENT;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
MIMO (Multiple-Input Multiple-Output) technology has become a fundamental technique in current wireless communications, both in cellular and Wi-Fi networks. Fifth generation networks (5G) are expected to support extremely high data rates and more reliable services. The performance of 5G networks can be significantly improved with MIMO; yet the integration of optimization algorithms can further improve its performance. The purpose of this paper is to study an optimization technique for Channel State Prediction in a MIMO environment. We will examine a specific interconnection between 5G and optimization algorithms, to produce a feasible Channel State Prediction mechanism. For our experiments, we use a Dataset produced by the DeepMIMO simulator, which sets up all necessary parameters for our experiment. On this dataset we apply the Hungarian Algorithm to optimize the total throughput and based on the results we conclude that such mechanism is feasible and required for the introduction of 5G Networks in day-to-day tasks.
引用
收藏
页码:48 / 54
页数:7
相关论文
共 50 条
[11]   On the Performance Evaluation of 5G MIMO Networks employing NOMA via System-Link Level Simulations [J].
Gkonis, P. ;
Trakadas, P. ;
Sarakis, L. ;
Giannopoulos, A. ;
Spantideas, S. ;
Capsalis, N. .
2021 IEEE 9TH INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATION AND NETWORKS (ICICN 2021), 2021, :264-268
[12]   Compact MIMO antenna for 5G Applications [J].
Ravi, Kiran Chand ;
Kumar, Jayendra ;
Elwi, Taha A. ;
Ali, Mustafa Mahdi .
2022 IEEE ANDESCON, 2022, :62-67
[13]   MIMO Antennas for Smart 5G Devices [J].
Shoaib, Nosherwan ;
Shoaib, Sultan ;
Khattak, Riqza Y. ;
Shoaib, Imran ;
Chen, Xiaodong ;
Perwaiz, Aqib .
IEEE ACCESS, 2018, 6 :77014-77021
[14]   Massive MIMO Systems for 5G Communications [J].
Khwandah, Sinan A. ;
Cosmas, John P. ;
Lazaridis, Pavlos, I ;
Zaharis, Zaharias D. ;
Chochliouros, Ioannis P. .
WIRELESS PERSONAL COMMUNICATIONS, 2021, 120 (03) :2101-2115
[15]   Massive MIMO Systems for 5G Communications [J].
Sinan A. Khwandah ;
John P. Cosmas ;
Pavlos I. Lazaridis ;
Zaharias D. Zaharis ;
Ioannis P. Chochliouros .
Wireless Personal Communications, 2021, 120 :2101-2115
[16]   MIMO and Beamforming Solutions for 5G Technology [J].
Vook, Frederick W. ;
Ghosh, Amitava ;
Thomas, Timothy A. .
2014 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2014,
[17]   A Mechanism for Improving the Spectral Efficiency in mu-MIMO for 5G and Beyond Networks [J].
Barri, Eirini ;
Bouras, Christos ;
Kokkinos, Vasileios ;
Koukouvela, Aspasia .
PROCEEDINGS OF THE 19TH ACM INTERNATIONAL SYMPOSIUM ON MOBILITY MANAGEMENT AND WIRELESS ACCESS, MOBIWAC 2021, 2021, :11-16
[18]   Performance Evaluation of Mobility Robustness Optimization (MRO) in 5G Network With Various Mobility Speed Scenarios [J].
Saad, Wasan Kadhim ;
Shayea, Ibraheem ;
Hamza, Bashar J. ;
Azizan, Azizul ;
Ergen, Mustafa ;
Alhammadi, Abdulraqeb .
IEEE ACCESS, 2022, 10 :60955-60971
[19]   System Level 5G Evaluation of MIMO-GFDM in an LTE-A Platform [J].
Al-Juboori, Ghaith ;
Doufexi, Angela ;
Nix, Andrew R. .
PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS (ICT 2017), 2017,
[20]   Design and Performance Studies of a MIMO Antenna with Circular Polarization Diversity for 5G Applications [J].
Chakraborty, Swarup ;
Rahman, Muhammad Asad ;
Hossain, Md Azad ;
Mobashsher, Ahmed Toaha ;
Nishiyama, Eisuke ;
Toyoda, Ichihiko .
2019 5TH INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRICAL ENGINEERING (ICAEE), 2019, :128-133