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Machine learning in network slicing—a survey
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 …
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 …
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
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 …
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
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 …
reduce the service latency and traffic congestion and to enable cloud offloading and context …
Network slicing in virtualized 5G Core with VNF sharing
Through multiplexing separate virtual networks on the same network infrastructure, network
slicing will lead to customization, scalability, flexibility, and isolation of services in different …
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
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 …
(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
The emergence of beyond 5G networks poses new challenges for network slicing
orchestration. In particular, the distribution of orchestration mechanisms across multiple …
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
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 …
number of vertical industries requiring services with diverging requirements. In this vein …
A Novel DRL Framework for Cross-Domain Network Scaling in 6G Networks
The emergence of 6 G requires efficient management of heterogeneous networks and
computational resources to achieve targeted end-to-end network automation, with slice …
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 …
data transmission and lower latency. 5G enhances the performance of the usage scenarios …