Network slicing meets artificial intelligence: An AI-based framework for slice management

D Bega, M Gramaglia… - IEEE …, 2020 - ieeexplore.ieee.org
Network slicing is an emerging paradigm in mobile networks that leverages NFV to enable
the instantiation of multiple virtual networks-named slices-over the same physical network …

An artificial intelligence framework for slice deployment and orchestration in 5G networks

G Dandachi, A De Domenico… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Network slicing is a key enabler to successfully support 5G services with specific
requirements and priorities. Due to the diversity of these services, slice deployment and …

Reinforcement learning for dynamic resource optimization in 5G radio access network slicing

Y Shi, YE Sagduyu, T Erpek - 2020 IEEE 25th international …, 2020 - ieeexplore.ieee.org
The paper presents a reinforcement learning solution to dynamic resource allocation for 5G
radio access network slicing. Available communication resources (frequency-time blocks …

An efficient RAN slicing strategy for a heterogeneous network with eMBB and V2X services

HDR Albonda, J Pérez-Romero - IEEE access, 2019 - ieeexplore.ieee.org
Emerging 5G wireless technology will support services and use cases with vastly
heterogeneous requirements. Network slicing, which allows composing multiple dedicated …

The isolation concept in the 5G network slicing

AJ Gonzalez, J Ordonez-Lucena… - … on Networks and …, 2020 - ieeexplore.ieee.org
The fifth generation (5G) of cellular networks shall host a number of tenants and provide
services tailored to meet a wide range of requirements in terms of performance …

A utility-driven multi-queue admission control solution for network slicing

B Han, V Sciancalepore, D Feng… - … -IEEE conference on …, 2019 - ieeexplore.ieee.org
The combination of recent emerging technologies such as network function virtualization
(NFV) and network programmability (SDN) gave birth to the Network Slicing revolution. 5G …

RL-NSB: Reinforcement learning-based 5G network slice broker

V Sciancalepore, X Costa-Perez… - IEEE/ACM transactions …, 2019 - ieeexplore.ieee.org
Network slicing is considered one of the main pillars of the upcoming 5G networks. Indeed,
the ability to slice a mobile network and tailor each slice to the needs of the corresponding …

Service provisioning framework for RAN slicing: User admissibility, slice association and bandwidth allocation

Y Sun, S Qin, G Feng, L Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Network slicing (NS) has been identified as one of the most promising architectural
technologies for future mobile network systems to meet the extremely diversified service …

Optimizing dynamic RAN slicing in programmable 5G networks

A Papa, M Klugel, L Goratti, T Rasheed… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Network slicing is envisioned as a tool for 5G networks to provide network flexibility and
isolation among different logical networks. While network slicing is well investigated in the …

A survey and an analysis of network slicing in 5G networks

A Kaloxylos - IEEE Communications Standards Magazine, 2018 - ieeexplore.ieee.org
5G networks aim to support a number of vertical industries that are characterized by diverse
performance requirements. Network slicing is considered to be the key enabler to enhance …