Machine learning methods for slice admission in 5g networks

MR Raza, C Natalino, L Wosinska… - … Conference (OECC) and …, 2019 - ieeexplore.ieee.org
Machine Learning Methods for Slice Admission in 5G Networks Page 1 OECC/PSC 2019 ©IEICE
Machine Learning Methods for Slice Admission in 5G Networks Muhammad Rehan Raza1 …

A slice admission policy based on reinforcement learning for a 5G flexible RAN

MR Raza, C Natalino, P Öhlen… - 2018 European …, 2018 - ieeexplore.ieee.org
We present a slice admission policy based on reinforcement learning able to maximize the
profit of an infrastructure provider. Results show that when tenants request slices with …

DRL-Based Slice Admission Using Overbooking in 5G Networks

S Saxena, KM Sivalingam - IEEE Open Journal of the …, 2022 - ieeexplore.ieee.org
In 5G-and-beyond networks, the concept of Network Slicing is used to support multiple
independent and co-existing logical networks on a physical network infrastructure. The …

Proactive and dynamic slice allocation in sliced 5g core networks

D Sattar, A Matrawy - 2020 International symposium on …, 2020 - ieeexplore.ieee.org
Malicious co-residency in virtualized networks poses a real threat. The next-generation
mobile networks heavily rely on virtualized infrastructure, and network slicing has emerged …

5G network slice admission control using optimization and reinforcement learning

MA Haque, V Kirova - 2022 IEEE Wireless Communications …, 2022 - ieeexplore.ieee.org
Network slicing can enable operators to maximize revenue by optimizing the utilization of
network resources. As a result, slice admission control and resource allocation decisions …

A slice admission policy based on big data analytics for multi-tenant 5G networks

MR Raza, A Rostami, L Wosinska… - Journal of Lightwave …, 2019 - ieeexplore.ieee.org
Network slicing is a key concept in 5G networking. It enables an infrastructure provider (InP)
to support heterogeneous services over a common platform by creating a customized slice …

Data-driven optimized slice activation in multi-tenant 5G networks

N Reyhanian, ZQ Luo - 2021 55th Asilomar Conference on …, 2021 - ieeexplore.ieee.org
Network slicing to support multi-tenancy plays a key role in improving the performance of 5G
networks. In this paper, we propose a reservation-based framework to activate a subset of …

Slice admission control using overbooking for enhancing provider revenue in 5G Networks

S Saxena, KM Sivalingam - NOMS 2022-2022 IEEE/IFIP …, 2022 - ieeexplore.ieee.org
Network Slicing (NS) provides a new business model to the Infrastructure Providers (InP),
where multiple tenants request the InP to provide services to its customers. InP decides …

Physical resource management based on complex network theory in 5G network slice trading

Y Shen, X Wen, L Wang, W Guan… - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
Network slicing enables wireless networks to support various use cases by slicing an
infrastructure network into multiple dedicated logical networks. From the perspective of …

Machine learning based resource orchestration for 5G network slices

N Salhab, R Rahim, R Langar… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
5G will serve heterogeneous demands in terms of data-rate, reliability, latency, and
efficiency. Mobile operators shall be able to serve all of these requirements using shared …