Machine learning in network slicing—a survey

HP Phyu, D Naboulsi, R Stanica - IEEE Access, 2023 - ieeexplore.ieee.org
5G and beyond networks are expected to support a wide range of services, with highly
diverse requirements. Yet, the traditional “one-size-fits-all” network architecture lacks the …

[HTML][HTML] Distributed machine learning and native AI enablers for end-to-end resources management in 6G

OA Karachalios, A Zafeiropoulos, K Kontovasilis… - Electronics, 2023 - mdpi.com
6G targets a broad and ambitious range of networking scenarios with stringent and diverse
requirements. Such challenging demands require a multitude of computational and …

[HTML][HTML] Research trends in the use of machine learning applied in mobile networks: a bibliometric approach and research agenda

V García-Pineda, A Valencia-Arias, JC Patiño-Vanegas… - Informatics, 2023 - mdpi.com
This article aims to examine the research trends in the development of mobile networks from
machine learning. The methodological approach starts from an analysis of 260 academic …

[HTML][HTML] Joint multi-objective MEH selection and traffic path computation in 5G-MEC systems

PV Wadatkar, RG Garroppo, G Nencioni, M Volpi - Computer Networks, 2024 - Elsevier
Abstract Multi-access Edge Computing (MEC) is an emerging technology that allows to
reduce the service latency and traffic congestion and to enable cloud offloading and context …

Network slicing in virtualized 5G Core with VNF sharing

AJ Zharabad, S Yousefi, T Kunz - Journal of Network and Computer …, 2023 - Elsevier
Through multiplexing separate virtual networks on the same network infrastructure, network
slicing will lead to customization, scalability, flexibility, and isolation of services in different …

A QoE and Availability-Aware Framework for Network Slice Placement and Resource Allocation

G Dobreff, A Báder, A Pašić - IEEE Access, 2024 - ieeexplore.ieee.org
In 5G networks, the deployment of network slices enabled by Software-Defined Networking
(SDN) is becoming a critical component for delivering tailored services to meet diverse …

Multi-domain scaling algorithm with inter-orchestrator communication for beyond 5G/6G networks

A Bouroudi, A Outtagarts… - … and Mobile Computing …, 2024 - ieeexplore.ieee.org
The emergence of beyond 5G networks poses new challenges for network slicing
orchestration. In particular, the distribution of orchestration mechanisms across multiple …

An adaptive GA-based slice provisioning method for vertical industries in 5G and beyond networks

R Fedrizzi, R Behravesh, C Costa, F Granelli - Computer Networks, 2022 - Elsevier
The fifth-generation of mobile communication networks are expected to support a large
number of vertical industries requiring services with diverging requirements. In this vein …

A Novel DRL Framework for Cross-Domain Network Scaling in 6G Networks

A Bouroudi, A Outtagarts… - 2024 IEEE 25th …, 2024 - ieeexplore.ieee.org
The emergence of 6 G requires efficient management of heterogeneous networks and
computational resources to achieve targeted end-to-end network automation, with slice …

Orchestration in a 5G-MEC Testbed for V2X Applications

PV Wadatkar - 2024 - uis.brage.unit.no
The Fifth Generation (5G) of mobile networks is revolutionizing connectivity, enabling faster
data transmission and lower latency. 5G enhances the performance of the usage scenarios …