DRL-based Multi-UAV trajectory optimization for ultra-dense small cells

Autor: Igbafe Orikumhi, Jungsook Bae, Hyunwoo Park, Sunwoo Kim
Jazyk: angličtina
Rok vydání: 2023
Předmět:
Zdroj: ICT Express, Vol 9, Iss 6, Pp 1128-1132 (2023)
Druh dokumentu: article
ISSN: 2405-9595
DOI: 10.1016/j.icte.2023.05.007
Popis: In this paper, we propose a deep reinforcement learning (DRL) based unmanned aerial vehicles (UAV)-assisted trajectory optimization for ultra-dense small cell networks. We assume that each UAV is equipped with a sensing radio to obtain distance information to the UEs and other UAVs in the network which are used to update the UAV’s trajectory. The proposed DRL-based system selects the optimal joint control actions for the UAVs that maximizes the system sum-rate. The simulation results show that the proposed DRL-based UAV controller provides fast UAV placement in the network with a high system performance when compared with the benchmark schemes.
Databáze: Directory of Open Access Journals