Traffic classification for network slicing in mobile networks

Á Gabilondo, Z Fernández, R Viola, Á Martín, M Zorrilla… - Electronics, 2022 - mdpi.com
… simple use of traffic classification and network slicing techniques. A dynamic and transparent
allocation of slices at the radio level was carried out in a real 5G network deployment. This …

Network Slicing Based on Real-Time Traffic Classification in Software Defined Network (SDN) using Machine Learning

AA El-serwy, E AbdElhalim… - MEJ-Mansoura …, 2022 - bfemu.journals.ekb.eg
… , a solution for network slicing is introduced by a ML-based traffic classification model. The …
to achieve accurate detection of the suitable slice for each traffic. Previous results of this work …

Traffic Classification for Network Slicing in Mobile Networks

Á Gabilondo García, Z Fernández, R Viola, Á Martín… - 2022 - lareferencia.info
… Finally, using a 5G standalone (SA) experimental network solution, we … traffic that is
dispatched through the most suitable slice. The results demonstrate that the use of network slicing

Deep-learning based mobile-traffic forecasting for resource utilization in 5G network slicing

RK Gupta, A Ranjan, MA Moid, R Misra - International conference on …, 2020 - Springer
… the current mobile traffic and mobile-network architecture. Mobile Traffic forecasting is one of
… tries to predict the current network slice that would be classified into streaming, messaging, …

Network Slicing and Traffic Classification in 5G Networks with Explainable Machine Learning

N Singh, G Pranay, V Ravi - … on Data Management, Analytics & Innovation, 2024 - Springer
network slicing and network traffic classification are important aspects of modern networking
… XAI-based approach to network slicing and traffic classification. The suggested technique …

MANTA: Multi-lane capsule network assisted traffic classification for 5G network slicing

B Mareri, GO Boateng, R Ou, G Sun… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
network slicing. In this letter, we propose multi-lane CapsNet assisted network traffic classification
(… [13] to classify traffic in 5G network slicing. This architecture splits the deep learning …

SDN/NFV, machine learning, and big data driven network slicing for 5G

LV Le, BSP Lin, LP Tung, D Sinh - 2018 IEEE 5G World Forum …, 2018 - ieeexplore.ieee.org
… SONs and network slicing. Finally, based on this framework, we successfully implemented
an early state traffic classification and network slicing for mobile broadband traffic applications …

Investigation of machine learning based network traffic classification

Z Fan, R Liu - 2017 International Symposium on Wireless …, 2017 - ieeexplore.ieee.org
… and identify encrypted traffic easily. This paper investigates traffic classification techniques
based on … engineering, SDN forwarding rules, network slicing, and flow QoS management is a …

Microscope: mobile service traffic decomposition for network slicing as a service

C Zhang, M Fiore, C Ziemlicki, P Patras - … Computing and Networking, 2020 - dl.acm.org
… By operating on total traffic volumes only, our approach overcomes the complexity and … of
legacy traffic classification techniques, and provides a suitable input to recent ‘Network Slice as …

The 5G network slicing using SDN based technology for managing network traffic

D Alotaibi, V Thayananthan, J Yazdani - Procedia Computer Science, 2021 - Elsevier
… the network slice used in the 5G networks and how network slices manage the network
traffic with SoDeMa, which allows us to increase the availability and accessibility of the network