Cooperative evolution of support vector machine empowered knowledge-based radio resource management for 5G C-RAN

N Kumar, A Ahmad - Ad Hoc Networks, 2022 - Elsevier
Cloud-radio access network (C-RAN) is an innovative approach in 5th Generation
communication networks, where baseband processing units (BBUs) are dissociated from the …

Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems

B Li, LL Yang, RG Maunder, S Sun… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In order to maximize the spectral efficiency (SE) in multicarrier-division duplex (MDD)
enabled cell-free massive MIMO (CF-mMIMO), a heterogeneous graph neural network …

Intelligent ultra-reliable and low latency communications: Security and flexibility

J Zhang, X Xu, S Han, K Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the prosperity of emerging applications, the Generation mobile communication systems
(6G) is coming at an unimaginable speed. It is expected to provide more intelligent, flexible …

Edge-aware remote radio heads cooperation for interference mitigation in heterogeneous C-RAN

M Elhattab, M Kamel… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Heterogeneous cloud radio access network (H-CRAN) has been deemed as a promising
architecture for the fifth generation wireless networks. In H-CRAN, small remote radio heads …

Recurrent Neural Network-Based User Association and Power Control in Dynamic HetNets

J Jang, HJ Yang - IEEE Transactions on Vehicular Technology, 2022 - ieeexplore.ieee.org
This paper tackles the joint user association (UA) and power control (PC) problem for
dynamic heterogeneous networks (HetNets), where the number of active users varies over …

Optimizing Wireless Networks with Deep Unfolding: Comparative Study on Two Deep Unfolding Mechanisms

A Adam, MAM Elhassan, EM Diallo - arXiv preprint arXiv:2403.18930, 2024 - arxiv.org
In this work, we conduct a comparative study on two deep unfolding mechanisms to
efficiently perform power control in the next generation wireless networks. The power control …

Power control in massive MIMO networks using transfer learning with deep neural networks

N Ahmadi, I Mporas… - 2022 IEEE 27th …, 2022 - ieeexplore.ieee.org
Power control (PC) plays a crucial role in massive multiple-input-multiple-output (mMIMO)
networks. There are several heuristic algorithms, like the weighted mean square error …

Power control with Machine Learning Techniques in Massive MIMO cellular and cell-free systems

N Ahmadi - 2024 - uhra.herts.ac.uk
This PhD thesis presents a comprehensive investigation into power control (PC)
optimization in cellular (CL) and cell-free (CF) massive multiple-input multiple-output …