The road to 6G: a comprehensive survey of deep learning applications in cell-free massive MIMO communications systems

LA Iliadis, ZD Zaharis, S Sotiroudis… - EURASIP Journal on …, 2022 - Springer
The fifth generation (5G) of telecommunications networks is currently commercially
deployed. One of their core enabling technologies is cellular Massive Multiple-Input-Multiple …

Towards 6G: Deep Learning in Cell-Free Massive MIMO

LA Iliadis, ZD Zaharis, SP Sotiroudis… - … Sea Conference on …, 2022 - ieeexplore.ieee.org
Massive Multiple-Input-Multiple-Output (MIMO) technology is considered a crucial part of the
fifth generation (5G) telecommunications systems. However, moving towards sixth …

CAnet: Uplink-aided downlink channel acquisition in FDD massive MIMO using deep learning

J Guo, CK Wen, S Jin - IEEE Transactions on Communications, 2021 - ieeexplore.ieee.org
In frequency-division duplexing systems, the downlink channel state information (CSI)
acquisition scheme leads to high training and feedback overhead. In this work, we propose …

Overcoming the channel estimation barrier in massive MIMO communication via deep learning

Z Liu, L Zhang, Z Ding - IEEE Wireless Communications, 2020 - ieeexplore.ieee.org
A new wave of wireless services, including virtual reality, autonomous driving and Internet of
Things, is driving the design of new generations of wireless systems to deliver ultra-high …

Deep learning for TDD and FDD massive MIMO: Mapping channels in space and frequency

M Alrabeiah, A Alkhateeb - 2019 53rd asilomar conference on …, 2019 - ieeexplore.ieee.org
Can we map the channels at one set of antennas and one frequency band to the channels at
another set of antennas-possibly at a different location and a different frequency band? If this …

Deep learning for massive MIMO: Challenges and future prospects

V Bhatia, MR Tripathy, P Ranjan - 2020 IEEE 9th International …, 2020 - ieeexplore.ieee.org
The wireless networks today are complex, massive and have dynamic capacity demands.
Increase in demand resulted into trouble in managing and monitoring the network …

Power allocation in cell-free massive MIMO: A deep learning method

Y Zhao, IG Niemegeers, SH De Groot - IEEE Access, 2020 - ieeexplore.ieee.org
Massive multiple-input multiple-output (MIMO) is a key technology in 5G. It enables multiple
users to be served in the same time-frequency block through precoding or beamforming …

Intelligent massive MIMO systems for beyond 5G networks: An overview and future trends

O Elijah, SKA Rahim, WK New, CY Leow… - IEEE …, 2022 - ieeexplore.ieee.org
Machine learning (ML) which is a subset of artificial intelligence is expected to unlock the
potential of challenging large-scale problems in conventional massive multiple-input …

Message passing meets graph neural networks: A new paradigm for massive MIMO systems

H He, X Yu, J Zhang, S Song… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As one of the core technologies for 5G systems, massive multiple-input multiple-output
(MIMO) introduces dramatic capacity improvements along with very high beamforming and …

A tutorial on extremely large-scale MIMO for 6G: Fundamentals, signal processing, and applications

Z Wang, J Zhang, H Du, D Niyato, S Cui… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Extremely large-scale multiple-input-multiple-output (XL-MIMO), which offers vast spatial
degrees of freedom, has emerged as a potentially pivotal enabling technology for the sixth …