Deep Reinforcement Learning For Secure Communication

Y Yang, M Shikh-Bahaei - 2022 IEEE 96th Vehicular …, 2022 - ieeexplore.ieee.org
In physical layer security, one interest of the community is the development of practical
approaches to achieve reliable and secure communication, such as model-free approaches …

Reinforce security: A model-free approach towards secure wiretap coding

R Fritschek, RF Schaefer… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
The use of deep learning-based techniques for approximating secure encoding functions
has attracted considerable interest in wireless communications due to impressive results …

A Physical Layer Security Communication Mechanism Based on End-to-End Learning

H Wu, Z Sun, X Zhou - 2019 IEEE 3rd Advanced Information …, 2019 - ieeexplore.ieee.org
Due to the randomness of wireless channels, it is possible to achieve secure
communications by designing communication systems according to the characteristics of …

A variational autoencoder-based secure transceiver design using deep learning

CH Lin, CC Wu, KF Chen, TS Lee - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
To achieve new applications for 5G communications, physical layer security has recently
drawn significant attention. In a wiretap channel system, our goal is to minimize information …

[HTML][HTML] Deep learning approach for physical-layer security in Gaussian multiple access wiretap channel

EO Frimpong, T Kim, I Bang - ICT Express, 2023 - Elsevier
Deep learning (DL) has exhibited great potential in communication systems. Recent
advances in DL-based physical-layer techniques have shown that the communication …

Deep learning for the Gaussian wiretap channel

R Fritschek, RF Schaefer… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
End-to-end learning of communication systems with neural networks and particularly
autoencoders is an emerging research direction which gained popularity in the last year. In …

Deep Learning for Secure Transmission in Wireless Communication Networks

FO Olowononi, DB Rawat… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Advancements in information and communication technologies have contributed
significantly to the optimization of next generation wireless communications networks …

Cooperative relay based on machine learning for enhancing physical layer security

J Xing, T Lv, X Zhang - … on Personal, Indoor and Mobile Radio …, 2019 - ieeexplore.ieee.org
Physical layer security is a crucial technology to achieve secure information transmission.
However, emerging technologies, such as machine learning, impose significant challenges …

Physical Layer Security Performance Prediction Based on Deep Learning

A Wang, J Tang, H Luo, H Wen… - 2023 2nd …, 2023 - ieeexplore.ieee.org
This paper presents an innovative approach to enhance communication security by
accurately predicting eavesdropper channel strength through real-time variations based on …

Enhancing Physical Layer Security with Deep SIMO Auto-Encoder and RF Impairments Modeling

A Mohammad, MT Kabir, M Valkama, B Tan - arXiv preprint arXiv …, 2024 - arxiv.org
This paper presents a novel approach to achieving secure wireless communication by
leveraging the inherent characteristics of wireless channels through end-to-end learning …