Optimal 5G network slicing using machine learning and deep learning concepts

MH Abidi, H Alkhalefah, K Moiduddin, M Alazab… - Computer Standards & …, 2021 - Elsevier
Network slicing is predetermined to hold up the diversity of emerging applications with
enhanced performance and flexibility requirements in the way of splitting the physical …

Multi-SP Network Slicing Parallel Relieving Edge Network Conflict

R Han, D Chen, S Guo, J Wang, Q Qi… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing is rapidly prevailing in the edge network, which provides computing,
network, and storage resources for various services. When the multiple service providers …

Consortium blockchain-based spectrum trading for network slicing in 5G RAN: A multi-agent deep reinforcement learning approach

GO Boateng, G Sun, DA Mensah… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Network slicing (NS) is envisioned as an emerging paradigm for accommodating different
virtual networks on a common physical infrastructure. Considering the integration of …

Realization of 5g network slicing using open source softwares

S Chen, CN Lee, MF Lee - 2020 Asia-Pacific Signal and …, 2020 - ieeexplore.ieee.org
With the advent of 5G, billions of devices use the 5G radio access network. Network slicing is
a fundamental architecture component of the 5G. End-to-end network slicing leverages the …

Artificial intelligence-assisted network slicing: Network assurance and service provisioning in 6G

J Wang, J Liu, J Li, N Kato - IEEE Vehicular Technology …, 2023 - ieeexplore.ieee.org
6G networks are expected to provide instant global connectivity and enable the transition
from “connected things” to “connected intelligence,” where promising network slicing can …

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 …

Network slicing in 5g edge networks with controlled slice redistributions

S Bera, NB Mehta - 2021 17th International Conference on …, 2021 - ieeexplore.ieee.org
Edge computing with network slicing enables 5G networks to meet the diverse and stringent
requirements of new services and applications. We study the problem of admitting network …

Dynamic network slice scaling assisted by attention-based prediction in 5g core network

CN Nhu, M Park - IEEE Access, 2022 - ieeexplore.ieee.org
Network slicing is a key technology in fifth-generation (5G) networks that allows network
operators to create multiple logical networks over a shared physical infrastructure to meet …

Overview of AI-based Algorithms for Network Slicing Resource Management in B5G and 6G

F Debbabi, J Rihab, L Chaari… - 2022 International …, 2022 - ieeexplore.ieee.org
We are now in the early stage of the Fifth Generation (5G) commercialization, and its
improved capabilities and unique features will revolutionize the present wireless network …

Deep reinforcement learning based dynamic edge/fog network slicing

HH Esmat, B Lorenzo - GLOBECOM 2020-2020 IEEE Global …, 2020 - ieeexplore.ieee.org
To accommodate increasingly diverse traffic demands in future 6G wireless networks,
intelligent and dynamic network slicing schemes are needed to exploit available edge/fog …