[HTML][HTML] Machine learning for physical layer in 5G and beyond wireless networks: A survey

J Tanveer, A Haider, R Ali, A Kim - Electronics, 2021 - mdpi.com
… survey on 5G technologies that emphasize machine learning-based solutions to cope with
… Then, we confer physical layer services, functions, and issues that decrease the signal …

Machine learning-based physical layer security: techniques, open challenges, and applications

AK Kamboj, P Jindal, P Verma - Wireless Networks, 2021 - Springer
physical layer security (WPLS) is a powerful technology for current and emerging mobile
networks. Physical layer … Recently, machine learning has emerged as a promising tool to …

An introduction to deep learning for the physical layer

T O'shea, J Hoydis - IEEE Transactions on Cognitive …, 2017 - ieeexplore.ieee.org
physical layer. Because of this, there is a high bar of performance over which any machine
learning (ML) or deep learning (… significant improvements on the physical layer. Nevertheless, …

Comparison of statistical and machine learning techniques for physical layer authentication

L Senigagliesi, M Baldi, E Gambi - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… At the physical layer, authentication is … physical layer authentication (PLA) protocols based
on several decision criteria, both based on statistical hypothesis testing and machine learning

Adaptive physical layer authentication using machine learning with antenna diversity

M Abdrabou, TA Gulliver - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Physical layer authentica- 4 tion (PLA) can provide solutions for this heterogeneous environ…
physical layer authentication (ALPLA) scheme is 7 proposed using machine learning (ML). …

[HTML][HTML] Physical layer authentication in wireless networks-based machine learning approaches

L Alhoraibi, D Alghazzawi, R Alhebshi, OBJ Rabie - Sensors, 2023 - mdpi.com
physical layer authentication. This study showed whether machine learning approaches in
physical layer … developers interested in using machine learning (ML) and deep learning (DL) …

Deep learning for wireless physical layer: Opportunities and challenges

T Wang, CK Wen, H Wang, F Gao… - China …, 2017 - ieeexplore.ieee.org
Machine learning (ML) has recently regained attention because of the successful applications
of deep learning (… of DL methods to the physical layer of wireless communication systems …

PhysicalLayer Channel Authentication for 5G via Machine Learning Algorithm

S Chen, H Wen, J Wu, J Chen, W Liu… - Wireless …, 2018 - Wiley Online Library
… In this paper, a machine learning based PHY-layer authentication is … , machine learning
algorithm based physical-layer channel … A machine learning authentication method could draw a …

Machine learning based antenna design for physical layer security in ambient backscatter communications

T Hong, C Liu, M Kadoch - Wireless Communications and …, 2019 - Wiley Online Library
… , in this paper, we propose a machine learning based antenna design scheme, which … is
well suited for practical applications in physical layer security communication, where signal-to-…

Threshold-free physical layer authentication based on machine learning for industrial wireless CPS

F Pan, Z Pang, H Wen, M Luvisotto… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
… However, the existing threshold-based PHY-AUC methods … of PHY-AUC in mobile scenarios,
this article proposes a novel threshold-free PHY-AUC method based on machine learning (…