Federated Learning-Empowered Mobile Network Management for 5G and Beyond Networks: From Access to Core

J Lee, F Solat, TY Kim, HV Poor - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …

Energy-efficient user association in mmWave/THz ultra-dense network via multi-agent deep reinforcement learning

J Moon, S Kim, H Ju, B Shim - IEEE Transactions on Green …, 2023 - ieeexplore.ieee.org
As a key enabler for 5G and 6G wireless communications, millimeter-wave (mmWave) and
terahertz (THz) ultra-dense network (UDN) has received a great deal of attention recently …

Multi-agent reinforcement learning with measured difference reward for multi-association in ultra-dense mmWave network

X Li, TN Guo, AB Mackenzie - IEEE Access, 2022 - ieeexplore.ieee.org
Millimeter Wave (mmWave) communication technology is anticipated to play a vital role in
meeting the growing demand for the scarce bandwidth in wireless communications …

Energy-efficient multi-uav network using multi-agent deep reinforcement learning

H Ju, B Shim - 2022 IEEE VTS Asia Pacific Wireless …, 2022 - ieeexplore.ieee.org
With the explosive growth in mobile data traffic, unmanned aerial vehicles (UAVs) has
received much attention in recent years. While UAV offers a number of benefits, the …

Network Slicing using Deep Reinforcement Learning for Beyond 5G and 6G Systems

S Kim, B Shim - 2022 IEEE VTS Asia Pacific Wireless …, 2022 - ieeexplore.ieee.org
As a means to accommodate various wireless services flexibly, network slicing (NS) has
received much attention in recent years. In NS, a single physical network is divided into …

Design and Analysis of Decentralized User Multi-Association in Ultra-Dense mmWave Network

X Li - 2023 - search.proquest.com
As communication systems continue to evolve to meet the increasing demands for high
capacity and low latency, the millimeter wave (mmWave) frequency band has attracted …