Distributed conditional generative adversarial networks (GANs) for data-driven millimeter wave communications in UAV networks

Q Zhang, A Ferdowsi, W Saad… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this paper, a novel framework is proposed to perform data-driven air-to-ground channel
estimation for millimeter wave (mmWave) communications in an unmanned aerial vehicle …

Distributed generative adversarial networks for mmWave channel modeling in wireless UAV networks

Q Zhang, A Ferdowsi, W Saad - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
In this paper, a novel framework is proposed to enable air-to-ground channel modeling over
millimeter wave (mmWave) frequencies in an unmanned aerial vehicle (UAV) wireless …

LSTM-based distributed conditional generative adversarial network for data-driven 5G-enabled maritime UAV communications

I Rasheed, M Asif, A Ihsan, WU Khan… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
5G enabled maritime unmanned aerial vehicle (UAV) communication is one of the important
applications of 5G wireless network which requires minimum latency and higher reliability to …

Generative neural network channel modeling for millimeter-wave UAV communication

W Xia, S Rangan, M Mezzavilla… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The millimeter wave bands are being increasingly considered for wireless communication to
unmanned aerial vehicles (UAVs). Critical to this undertaking are statistical channel models …

Generative adversarial estimation of channel covariance in vehicular millimeter wave systems

X Li, A Alkhateeb… - 2018 52nd Asilomar …, 2018 - ieeexplore.ieee.org
Enabling highly-mobile millimeter wave (mmWave) systems is challenging because of the
huge training overhead associated with acquiring the channel knowledge or designing the …

Jittering effects analysis and beam training design for UAV millimeter wave communications

W Wang, W Zhang - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
Jittering effects significantly degrade the performance of UAV millimeter-wave (mmWave)
communications. To investigate the impacts of UAV jitter on mmWave communications, we …

Distributional reinforcement learning for mmWave communications with intelligent reflectors on a UAV

Q Zhang, W Saad, M Bennis - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
In this paper, a novel communication framework that uses an unmanned aerial vehicle
(UAV)-carried intelligent reflector (IR) is proposed to enhance multi-user downlink …

Coordinated beamforming for UAV-aided millimeter-wave communications using GPML-based channel estimation

J Wang, R Han, L Bai, T Zhang, J Liu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In the 5th generation (5G) networks, coordinated multiple point (CoMP) is one of key
technologies to improve the quality of service (QoS) of edge users. To meet the requirement …

Reflections in the sky: Millimeter wave communication with UAV-carried intelligent reflectors

Q Zhang, W Saad, M Bennis - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
In this paper, a novel approach that uses an unmanned aerial vehicle (UAV)-carried
intelligent reflector (IR) is proposed to enhance the performance of millimeter wave (mmW) …

Position-attitude prediction based beam tracking for UAV mmWave communications

J Zhang, W Xu, H Gao, M Pan, Z Feng… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Millimeter wave offers large bandwidth for high data-rate unmanned aerial vehicle (UAV)-to-
UAV communications. Because of high mobility and attitude variations, it is challenging to …