Machine Reasoning in FCAPS: Towards Enhanced Beyond 5G Network Management

A Mekrache, A Ksentini… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
The increasing complexity of telecommunication networks has highlighted the need for
robust network management frameworks. One such framework is FCAPS, which …

Spatial Deep Learning-Based Dynamic TDD Control for UAV-Assisted 6G Hotspot Networks

W Noh, S Cho - IEEE Transactions on Industrial Informatics, 2024 - ieeexplore.ieee.org
Compared to static time-division duplexing (TDD), dynamic TDD (D-TDD) has significantly
increased the spectral efficiency of cellular networks. However, conventional systems …

On enabling 5G dynamic TDD by leveraging deep reinforcement learning and O-RAN

K Boutiba, M Bagaa, A Ksentini - NOMS 2023-2023 IEEE/IFIP …, 2023 - ieeexplore.ieee.org
Dynamic Time Duplex Division (D-TDD) is a promising solution to accommodate the new
emerging 5G and 6G services characterised by asymmetric and dynamic Uplink (UL) and …

Multi-Agent Deep Reinforcement Learning to enable dynamic TDD in a multi-cell environment

K Boutiba, M Bagaa, A Ksentini - IEEE Transactions on Mobile …, 2023 - ieeexplore.ieee.org
Dynamic Time Division Duplex (D-TDD) is a promising solution to address newly emerging
5G and 6G services characterized by asymmetric and dynamic uplink (UL) and downlink …

[HTML][HTML] A novel qos guaranteed joint resource allocation framework for 5g nr with supplementary uplink transmission

Y Sun, Y Huang, T Yu, X Chen, S Zhang - Electronics, 2023 - mdpi.com
In 5G scenarios, the dynamic resource allocation of network slicing is crucial for quality-of-
service (QoS) guaranteed under fluctuating traffic demands in rapidly changing …

Retracted on November 1, 2022: On enabling 5G dynamic TDD by leveraging deep reinforcement learning and O-RAN

K Boutiba, M Bagaa, A Ksentini - … Design for Mobile Networks and Mobile …, 2022 - dl.acm.org
NOTICE OF RETRACTION: The paper" On enabling 5G dynamic TDD by leveraging deep
reinforcement learning and O-RAN: demo" by Karim Boutiba, Miloud Bagaa, and Adlen …