Machine learning empowered trajectory and passive beamforming design in UAV-RIS wireless networks

X Liu, Y Liu, Y Chen - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
A novel framework is proposed for integrating reconfigurable intelligent surfaces (RIS) in
unmanned aerial vehicle (UAV) enabled wireless networks, where an RIS is deployed for …

Resource management for transmit power minimization in UAV-assisted RIS HetNets supported by dual connectivity

A Khalili, EM Monfared, S Zargari… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This paper proposes a novel approach to improve the performance of a heterogeneous
network (HetNet) supported by dual connectivity (DC) by adopting multiple unmanned aerial …

Energy minimization for cellular-connected UAV: From optimization to deep reinforcement learning

C Zhan, Y Zeng - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
Cellular-connected unmanned aerial vehicles (UAVs) are expected to become integral
components of future cellular networks. To this end, one of the important problems to …

Capacity maximization in RIS-UAV networks: a DDQN-based trajectory and phase shift optimization approach

H Zhang, M Huang, H Zhou, X Wang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Reconfigurable Intelligent Surface (RIS) has grown rapidly due to its performance
improvement for wireless networks, and the integration of unmanned aerial vehicle (UAV) …

Reconfigurable intelligent surface-assisted multi-UAV networks: Efficient resource allocation with deep reinforcement learning

KK Nguyen, SR Khosravirad… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
In this paper, we propose reconfigurable intelligent surface (RIS)-assisted unmanned aerial
vehicles (UAVs) networks that can utilise both advantages of UAV's agility and RIS's …

Joint trajectory and passive beamforming design for intelligent reflecting surface-aided UAV communications: A deep reinforcement learning approach

L Wang, K Wang, C Pan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this paper, the intelligent reflecting surface (IRS)-aided unmanned aerial vehicle (UAV)
communication system is studied, where the UAV is deployed to serve the user equipment …

Resource allocation for power minimization in RIS-assisted multi-UAV networks with NOMA

W Feng, J Tang, Q Wu, Y Fu, X Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is a promising technique that smartly reshapes
wireless propagation environment in the future wireless networks. In this paper, we apply …

IRS empowered UAV wireless communication with resource allocation, reflecting design and trajectory optimization

X Zhang, H Zhang, W Du, K Long… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As revolutionary technologies that can actively change the communication link signal,
intelligent reflecting surface (IRS) and unmanned aerial vehicle (UAV) have emerged as …

Deep reinforcement learning based resource allocation and trajectory planning in integrated sensing and communications UAV network

Y Qin, Z Zhang, X Li, W Huangfu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this paper, multi-UAVs serve as mobile aerial ISAC platforms to sense and communicate
with on-ground target users. To optimize the communication and sensing performance, we …

Multi-UAV dynamic wireless networking with deep reinforcement learning

Q Wang, W Zhang, Y Liu, Y Liu - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
This letter investigates a novel unmanned aerial vehicle (UAV)-enabled wireless
communication system, where multiple UAVs transmit information to multiple ground …