AI-based resource provisioning of IoE services in 6G: A deep reinforcement learning approach

H Sami, H Otrok, J Bentahar… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Currently, researchers have motivated a vision of 6G for empowering the new generation of
the Internet of Everything (IoE) services that are not supported by 5G. In the context of 6G …

From cloud RAN to open RAN

L Gavrilovska, V Rakovic, D Denkovski - Wireless Personal …, 2020 - Springer
This paper presents the generic definitions, basic functionalities and current research trends
in Cloud Radio Access Networks and its derivatives, Virtual Radio Access Networks and …

A comprehensive evaluation of software-defined radio performance in virtualized environments for radio access networks

GMG Bezerra, NR de Oliveira, TN Ferreira… - Annals of …, 2024 - Springer
Abstract Fifth-generation (5G) mobile networks offer flexibility to address various emerging
use cases. Radio virtualization enhances flexibility by enabling multiple heterogeneous …

[PDF][PDF] Intelligent scaling for 6G IoE services for resource provisioning

A Alharbi, H Alyami, M Poongodi, HT Rauf… - PeerJ Computer …, 2021 - peerj.com
The proposed research motivates the 6G cellular networking for the Internet of Everything's
(IoE) usage empowerment that is currently not compatible with 5G. For 6G, more innovative …

Artificial Intelligence for network function autoscaling in a cloud-native 5G network

V Passas, N Makris, Y Wang, A Apostolaras… - Computers and …, 2022 - Elsevier
Abstract 5G Core Network (CN) has been designed for operating in a cloud-native manner,
dynamically managed and micro-services oriented. This has been widely accepted in …

Privacy-aware task offloading via two-timescale reinforcement learning

J Dong, D Geng, X He - 2020 IEEE/CIC International …, 2020 - ieeexplore.ieee.org
Mobile-edge computing (MEC) enables low-latency computing services by by deploying the
computing resources at the logical edge of the network and allowing mobile users to …

Assessing software-defined radio security and performance in virtualized environments for cloud radio access networks

GMG Bezerra, TN Ferreira… - 2022 6th Cyber Security …, 2022 - ieeexplore.ieee.org
Fifth-generation (5G) mobile networks must be flexible to meet its variety of emerging use
cases. In this context, radio virtualization is promising since it enables multiple hetero …

Convergent network architecture of 5G and MEC

A Mishra, A Swain, AK Ray, RM Shubair - 5G IoT and edge computing for …, 2022 - Elsevier
Multiaccess edge computing (MEC) is creating a technology impact in distributing the
computation to the edge of the radio access network (RAN). The MEC offers large …

End-to-end network slicing for flash crowds

S Marinova, V Rakovic, D Denkovski… - IEEE …, 2020 - ieeexplore.ieee.org
End-to-end network slicing is a novel concept based on virtualization and softwarization
technology that can efficiently address the problems of legacy networks. It can leverage …

[HTML][HTML] Admission control optimisation for QoS and QoE enhancement in future networks

A Perveen - 2022 - open-access.bcu.ac.uk
Recent exponential growth in demand for traffic heterogeneity support and the number of
associated devices has considerably increased demand for network resources and induced …