Deep reinforcement learning-based intelligent reflecting surface for secure wireless communications

H Yang, Z Xiong, J Zhao, D Niyato… - … Communications, 2020 - ieeexplore.ieee.org
secure communication system, where an IRS is deployed to adjust its reflecting elements
to secure the communication of … , a novel deep reinforcement learning (DRL)-based secure

UAV-enabled secure communications by multi-agent deep reinforcement learning

Y Zhang, Z Mou, F Gao, J Jiang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… We consider a UAV-aided secure communication scenario, where the UAV transmitter
serves as the BS to support N ground users in the presence of K eavesdroppers and J UAV …

Multi-agent deep reinforcement learning for secure UAV communications

Y Zhang, Z Zhuang, F Gao, J Wang… - … Communications and …, 2020 - ieeexplore.ieee.org
… In this paper, we propose a MADDPG framework for the UAV-enabled secure communication
with cooperative jamming. The UAV jammers transmit the 3D beamfroming jamming …

Deep reinforcement learning for RIS-aided multiuser full-duplex secure communications with hardware impairments

Z Peng, Z Zhang, L Kong, C Pan, L Li… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
… assisted mmWave communication system … a secure communication system was investigated
in [25]. However, there were only a few studies that analyzed the RIS-aided communication

Deep Reinforcement Learning For Secure Communication

Y Yang, M Shikh-Bahaei - 2022 IEEE 96th Vehicular …, 2022 - ieeexplore.ieee.org
… to achieve reliable and secure communication, such as model-… We train the encoder with
deep reinforcement learning that … achieve reliable and secure communication with finite block-…

Applications of deep reinforcement learning in communications and networking: A survey

NC Luong, DT Hoang, S Gong, D Niyato… - … communications …, 2019 - ieeexplore.ieee.org
… knowledge about the communication and networking environ… communication overheads
but also improves security and … • Several other problems in communications and networking …

Deep reinforcement learning-enabled secure visible light communication against eavesdropping

L Xiao, G Sheng, S Liu, H Dai, M Peng… - … on communications, 2019 - ieeexplore.ieee.org
… in a dynamic antieavesdropping communication process is … To satisfy the security requirement
of practical VLC systems … beamforming policy domain, deep reinforcement learning (DRL) …

An overview of intelligent wireless communications using deep reinforcement learning

Y Huang, C Xu, C Zhang, M Hua… - … of Communications and …, 2019 - ieeexplore.ieee.org
… of deep reinforcement learning for proactive caching[34-36] and coded caching[41]. We
observe that deep reinforcementSecure UAV communication with cooperative jamming and …

Securing UAV communication based on multi-agent deep reinforcement learning in the presence of smart UAV eavesdropper

C Wen, Y Fang, L Qiu - 2022 IEEE Wireless Communications …, 2022 - ieeexplore.ieee.org
… aerial vehicle (UAV)-enabled secure communication system, where ground nodes send …
-agent deep reinforcement learning to obtain a policy of legitimate communication link nodes …

Deep reinforcement learning for cyber security

TT Nguyen, VJ Reddi - IEEE Transactions on Neural Networks …, 2021 - ieeexplore.ieee.org
… Game theory models for cyber security reviewed in this … and defenders with limited
communication, cooperation, and … caching and communications: A deep reinforcement learning …