Multi-agent reinforcement learning in NOMA-aided UAV networks for cellular offloading

R Zhong, X Liu, Y Liu, Y Chen - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
A novel framework is proposed for cellular offloading with the aid of multiple unmanned
aerial vehicles (UAVs), while non-orthogonal multiple access (NOMA) technique is …

Multi-Agent RL Based Jointly Trajectory Scheduling and Resource Allocation in NOMA-Assisted UAV Swarm Network

X Dai, Z Lu, X Chen, X Xu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In this article, we propose a downlink communication scheme for large-scale high-
interference unmanned aerial vehicle (UAV) swarm network based on nonorthogonal …

Energy-efficient optimization for UAV-aided cellular offloading

M Hua, Y Wang, C Li, Y Huang… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
This letter studies an energy-efficient unmanned aerial vehicle (UAV)-aided cellular network,
where the UAV is dispatched to serve cell edge users in cellular network and helps offload …

Game combined multi-agent reinforcement learning approach for UAV assisted offloading

A Gao, Q Wang, W Liang, Z Ding - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Air ground integrated mobile cloud computing (MCC) provides unmanned aerial vehicles
(UAVs) the capability to act as an aerial relay with more flexibility and resilience. In the cloud …

RIS-aided ground-aerial NOMA communications: A distributionally robust DRL approach

J Zhao, L Yu, K Cai, Y Zhu, Z Han - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
A reconfigurable intelligent surface (RIS) aided air-to-ground uplink non-orthogonal
transmission framework is investigated for next generation multiple access. Occupying the …

Online maneuver design for UAV-enabled NOMA systems via reinforcement learning

Y Huang, X Mo, J Xu, L Qiu… - 2020 IEEE Wireless …, 2020 - ieeexplore.ieee.org
This paper considers an unmanned aerial vehicle (UAV)-enabled uplink non-orthogonal
multiple-access (NOMA) system, where multiple users on the ground send independent …

Caching placement and resource allocation for cache-enabling UAV NOMA networks

T Zhang, Z Wang, Y Liu, W Xu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article investigates the cache-enabling unmanned aerial vehicle (UAV) cellular
networks with massive access capability supported by non-orthogonal multiple access …

Multi-UAV deployment for NOMA-enabled wireless networks based on IMOGWO algorithm

A Gupta, A Trivedi, B Prasad - AEU-International Journal of Electronics and …, 2022 - Elsevier
In this article, we address the multi-unmanned aerial vehicle (UAV) deployment problem in
the presence of co-channel interference (CCI) for non-orthogonal multiple access (NOMA) …

Resource allocation in UAV-Enabled NOMA networks for enhanced Six-G communications systems

MM El-Gayar, MN Ajour - Electronics, 2023 - mdpi.com
Enhancing energy efficiency, content distribution, latency, and transmission speeds are vital
components of communication systems. Multiple access methods hold great promise for …

NOMA-based multi-user mobile edge computation offloading via cooperative multi-agent deep reinforcement learning

Z Chen, L Zhang, Y Pei, C Jiang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Mobile edge computing (MEC) is a promising solution to enable resource-limited mobile
devices to offload computation-intensive tasks to nearby edge servers. In this paper …