Wi-Fi meets ML: A survey on improving IEEE 802.11 performance with machine learning

S Szott, K Kosek-Szott, P Gawłowicz… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Wireless local area networks (WLANs) empowered by IEEE 802.11 (Wi-Fi) hold a dominant
position in providing Internet access thanks to their freedom of deployment and configuration …

Beam management in millimeter-wave communications for 5G and beyond

YNR Li, B Gao, X Zhang, K Huang - IEEE Access, 2020 - ieeexplore.ieee.org
Massive MIMO is one of the promising techniques to improve spectral efficiency and network
performance for reaching its targeted multi-gigabit throughput in 5G systems. For 5G New …

Deep learning assisted calibrated beam training for millimeter-wave communication systems

K Ma, D He, H Sun, Z Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Huge overhead of beam training imposes a significant challenge in millimeter-wave
(mmWave) wireless communications. To address this issue, in this paper, we propose a …

Design and implementation for deep learning based adjustable beamforming training for millimeter wave communication systems

LH Shen, TW Chang, KT Feng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Millimeter wave (mmWave) provides extremely high throughput owing to their high
bandwidth utilization over higher frequencies. To compensate for the severe loss and …

Protocol solutions for IEEE 802.11 bd by enhancing IEEE 802.11 ad to address common technical challenges associated with mmWave-based V2X

RI Abd, KS Kim - IEEE Access, 2022 - ieeexplore.ieee.org
A multi-gigabit (WiGig) system is designed based on IEEE 802.11 ad standards by exploiting
millimeter-wave (mmWave) bands to achieve extremely high data rates. Recently, IEEE …

3D on-demand flying mobile communication for millimeter-wave heterogeneous networks

KT Feng, LH Shen, CY Li, PT Huang, SH Wu… - IEEE …, 2020 - ieeexplore.ieee.org
Millimeter wave (mmWave) technology achieving multi-gigabits speed plays a significant
role in beyond 5G and the next 6G wireless communication networks thanks to its huge …

Millimeter wave communications on overhead messenger wire: Deep reinforcement learning-based predictive beam tracking

Y Koda, M Shinzaki, K Yamamoto… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This paper discusses the feasibility of beam tracking against dynamics in millimeter wave
(mmWave) nodes placed on overhead messenger wires. As specific disturbances in on-wire …

Multimodal Fusion Assisted mmWave Beam Training in Dual-Model Networks

J Liu, X Li, T Fan, S Lv, M Shi - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Millimeter wave (mmWave) communication adopts narrow beams to combat severe
propagation loss, resulting in unbearable training duration and overhead. To address this …

Energy Efficient Beamforming Training in Terahertz Communication Systems

LH Shen, KT Feng, LL Yang - arXiv preprint arXiv:2409.18353, 2024 - arxiv.org
Terahertz (THz) enables promising Tbps-level wireless transmission thanks to its prospect of
ultra-huge spectrum utilization and narrow beamforming in the next sixth-generation (6G) …

Automatic Recognition of Beam Attachment for Massive MIMO System in Densely Distributed Renewable Energy Resources

A Alaerjan - Sustainability, 2023 - mdpi.com
Several large-scale and distributed systems such as renewable energy systems (RESs)
require ubiquitous and reliable communication. RESs are designed to provide efficient …