Multi-agent reinforcement learning for distributed resource allocation in cell-free massive MIMO-enabled mobile edge computing network

FD Tilahun, AT Abebe, CG Kang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
To support the newly introduced multimedia services with ultra-low latency and extensive
computation requirements, resource-constrained end-user devices should utilize the …

Green federated learning over cloud-ran with limited fronthual capacity and quantized neural networks

J Wang, Y Mao, T Wang, Y Shi - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
In this paper, we propose an energy-efficient federated learning (FL) framework for the
energy-constrained devices over cloud radio access network (Cloud-RAN), where each …

6G Wireless Technologies

C D'Andrea, JM Jornet, A Singh, P Sen… - The Road towards 6G …, 2024 - Springer
Discussions on 6G point to one terabit-per-second as a reasonable goal for the peak bit rate
of next-generation wireless systems. To meet this goal, the adoption of the sub-terahertz and …

Mobile Edge Computing Aided Cell-Free Massive MIMO Networks

G Femenias, F Riera-Palou - IEEE Transactions on Mobile …, 2022 - ieeexplore.ieee.org
A mobile edge computing (MEC) aided cell-free massive MIMO network is investigated in
this paper that aims at optimizing the task offloading process from the wireless devices to the …

Meta Reinforcement Learning-Based Computation Offloading in RIS-Aided MEC-Enabled Cell-Free RAN

Y Lu, Y Jiang, L Zhang, M Bennis… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
In this paper, the computation offloading problem in reconfigurable intelligent surface (RIS)-
aided mobile edge computing (MEC)-enabled cell-free radio access network (CF-RAN) is …

Cell-Free Massive MIMO

G Interdonato, S Buzzi - Fundamentals of 6G Communications and …, 2023 - Springer
Distributed multiple-input multiple-output (MIMO) systems hinge on cooperative signal
processing techniques to turn interference into desired signal, thereby providing excellent …

Joint optimization of uplink power and computational resources in mobile edge computing-enabled cell-free massive MIMO

G Interdonato, S Buzzi - IEEE Transactions on Communications, 2023 - ieeexplore.ieee.org
The coupling of cell-free massive MIMO (CF-mMIMO) with Mobile Edge Computing (MEC) is
investigated in this paper. A MEC-enabled CF-mMIMO architecture implementing a …

Green Federated Learning over Cloud-RAN with Limited Fronthaul and Quantized Neural Networks

J Wang, Y Mao, T Wang, Y Shi - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
In this paper, we investigate a green federated learning (FL) framework over cloud radio
access network (Cloud-RAN) system that comprises a server, multiple devices and remote …

Intelligent AP Control and Computation Offloading for Cell-Free Massive MIMO MEC Networks

H Suh, S Kang, T Hwang - 2024 International Conference on …, 2024 - ieeexplore.ieee.org
In this work, we consider a cell-free massive multiple-input multiple-output (CF-mMIMO)-
enabled mobile edge computing (MEC) network. To save the network energy consumption …