Multi-provider NFV network service delegation via average reward reinforcement learning

B Bakhshi, J Mangues-Bafalluy, J Baranda - Computer Networks, 2023 - Elsevier
Abstract In multi-provider 5G/6G networks, service delegation enables administrative
domains to federate in provisioning NFV network services. Admission control in selecting the …

Service admission control for 5G mobile networks with RAN and core slicing

K Noroozi, M Karimzadeh-Farshbafan… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
The future 5G mobile networks are expected to provide agile services to users with different
requirement levels. These services need isolated and independent lifecycle management …

Machine learning for network slicing in future mobile networks: design and implementation

LA Garrido, A Dalgkitsis, K Ramantas… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Designing mechanisms for orchestration and management is one of the central issues in 5G
and Beyond-5G (B5G) network infrastructures. This is due, among other things, to the sheer …

Cross network slicing in vehicular networks

A Ibraheem - Intelligent Technologies for Internet of Vehicles, 2021 - Springer
Internet of things (IoTs) has been emerging significantly in recent years and has its impact
on different industries, one of such is the automotive industry. In automotive industry, Internet …

Time-of-Day-Aware Slice Admission Control

R Kołakowski, S Kukliński… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Network slicing is expected to be a core feature of modern telecommunication networks as it
enables the creation of multiple virtual networks sharing a common infrastructure. An …

Performance measurements-based estimation of radio resource requirements for slice admission control

I Vila, J Pérez-Romero, O Sallent… - 2019 IEEE 90th …, 2019 - ieeexplore.ieee.org
The network slicing capability introduced in 5G systems facilitates the realisation of flexible
multi-tenant networks. Network slicing enables the partition of a common shared network in …

[PDF][PDF] Rational impatience admission control in 5G-sliced networks: Shall I bide my slice opportunity?

B Han, D Feng, V Sciancalepore… - arXiv preprint arXiv …, 2018 - drive.google.com
Recently, the specifications of the fifth generation (5G) of mobile networks have been
released witnessing the industrial interest around the novel network slicing concept. This …

Tenant-Aware Slice Admission Control Using Neural Networks-Based Policy Agent

P Batista, SN Khan, P Öhlén, A Klautau - Cognitive Radio-Oriented …, 2019 - Springer
Abstract 5G networks will provide the platform for deploying large number of tenant-
associated management, control and end-user applications having different resource …

Optimization of network slice placement in distributed large-scale infrastructures: from heuristics to controlled deep reinforcement learning

JJA Esteves - 2021 - theses.hal.science
This PhD thesis investigates how to optimize Network Slice Placement in distributed large-
scale infrastructures focusing on online heuristic and Deep Reinforcement Learning (DRL) …

Machine Learning-Based Efficient Resource Scheduling for Future Wireless Communication Networks

Y Yuan - 2022 - orbilu.uni.lu
The next-generation mobile communication system, eg, 6G communication system, is
envisioned to support unprecedented performance requirements such as exponentially …