Ml-based 5g network slicing security: A comprehensive survey

R Dangi, A Jadhav, G Choudhary, N Dragoni… - Future Internet, 2022 - mdpi.com
Fifth-generation networks efficiently support and fulfill the demands of mobile broadband
and communication services. There has been a continuing advancement from 4G to 5G …

An overview of interslice and intraslice resource allocation in b5g telecommunication networks

F Debbabi, R Jmal, LC Fourati… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We are now in the first phase of the Fifth Generation (5G) network, and its full potential is still
a long way to reach. Network operators and manufacturers are preparing to release new 5G …

Artificial intelligence enabled radio propagation for communications—Part I: Channel characterization and antenna-channel optimization

C Huang, R He, B Ai, AF Molisch… - … on Antennas and …, 2022 - ieeexplore.ieee.org
To provide higher data rates, as well as better coverage, cost efficiency, security,
adaptability, and scalability, the 5G and beyond 5G networks are developed with various …

[HTML][HTML] Analysis of network slicing for management of 5G networks using machine learning techniques

R Singh, A Mehbodniya, JL Webber… - … and Mobile Computing, 2022 - hindawi.com
Consumer expectations and demands for quality of service (QoS) from network service
providers have risen as a result of the proliferation of devices, applications, and services. An …

Intelligent joint network slicing and routing via GCN-powered multi-task deep reinforcement learning

T Dong, Z Zhuang, Q Qi, J Wang, H Sun… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
In 6G mobile systems, network slicing is an emerging technology to support services with
distinct requirements by dividing a common infrastructure into multiple logical networks …

Applications of machine learning in resource management for RAN-slicing in 5G and beyond networks: A survey

Y Azimi, S Yousefi, H Kalbkhani, T Kunz - IEEE Access, 2022 - ieeexplore.ieee.org
One of the key foundations of 5th Generation (5G) and beyond 5G (B5G) networks is
network slicing, in which the network is partitioned into several separated logical networks …

5G RAN slicing: Dynamic single tenant radio resource orchestration for eMBB traffic within a multi-slice scenario

M Maule, J Vardakas… - IEEE Communications …, 2021 - ieeexplore.ieee.org
Emerging 5G systems will need to seamlessly guarantee novel types of services in a multi-
do-main ecosystem. New methodologies of network and infrastructure sharing facilitate the …

Towards a fully virtualized, cloudified, and slicing-aware RAN for 6G mobile networks

MA Habibi, B Han, M Nasimi, NP Kuruvatti… - 6G Mobile Wireless …, 2021 - Springer
The fifth generation (5G) system was marketed as a true enabler of latency-aware ultra-
reliable low latency communications (uRLLC), bandwidth-devouring enhanced mobile …

[HTML][HTML] Toward end-to-end latency management of 5G network slicing and fronthaul traffic

D Larrabeiti, LM Contreras, G Otero… - Optical Fiber …, 2023 - Elsevier
Abstract 5G network slicing allows operators to deploy virtual connectivity services tailored
for specific purposes on top of the same underlying physical infrastructure. For some 5G …

Machine learning-based QoS and traffic-aware prediction-assisted dynamic network slicing

N Kumar, A Ahmad - International Journal of …, 2022 - inderscienceonline.com
Over the last few years, network slicing has been presented as one of the key ingredients in
5G for efficiently specifying network services as per the heterogeneous quality and …