TY - GEN
T1 - Recent Studies on Deep Reinforcement Learning in RIS-UAV Communication Networks
AU - Nguyen, Tri Hai
AU - Park, Heejae
AU - Park, Laihyuk
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Unmanned aerial vehicle (UAV) and reconfigurable intelligent surface (RIS) technologies have recently been identified as enablers for future wireless networks. Deep reinforcement learning (DRL) is also a potential technique for optimizing performance in dynamic and complex networking environments. In this paper, we examine the state-of-the-art studies on DRL utilization in RIS-UAV communication systems concerning their objectives, optimization parameters, deployment scenarios, and DRL methods. In addition, we emphasize research challenges and directions that can be addressed to improve RIS-UAV networks.
AB - Unmanned aerial vehicle (UAV) and reconfigurable intelligent surface (RIS) technologies have recently been identified as enablers for future wireless networks. Deep reinforcement learning (DRL) is also a potential technique for optimizing performance in dynamic and complex networking environments. In this paper, we examine the state-of-the-art studies on DRL utilization in RIS-UAV communication systems concerning their objectives, optimization parameters, deployment scenarios, and DRL methods. In addition, we emphasize research challenges and directions that can be addressed to improve RIS-UAV networks.
KW - 5G/6G network
KW - aerial access network
KW - deep reinforcement learning
KW - RIS
KW - UAV
KW - wireless communication
UR - http://www.scopus.com/inward/record.url?scp=85151917402&partnerID=8YFLogxK
U2 - 10.1109/ICAIIC57133.2023.10067052
DO - 10.1109/ICAIIC57133.2023.10067052
M3 - Conference contribution
AN - SCOPUS:85151917402
T3 - 5th International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2023
SP - 378
EP - 381
BT - 5th International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2023
Y2 - 20 February 2023 through 23 February 2023
ER -