Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

[HTML][HTML] A survey of deep reinforcement learning application in 5G and beyond network slicing and virtualization

C Ssengonzi, OP Kogeda, TO Olwal - Array, 2022 - Elsevier
Abstract The 5th Generation (5G) and beyond networks are expected to offer huge
throughputs, connect large number of devices, support low latency and large numbers of …

PSACCF: Prioritized online slice admission control considering fairness in 5G/B5G networks

M Dai, L Luo, J Ren, H Yu, G Sun - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
5G/B5G is intended to support various services with the assistance of network slices, and
each slice requires adequate resources to provide the prenegotiated service quality. The …

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 …

An overview of interslice and intraslice resource allocation in B5G telecommunication networks

F Debbabi, R Jmal, LC Fourati… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We are now in the first phase of the Fifth Generation (5G) network, and its full potential is still
a long way to reach. Network operators and manufacturers are preparing to release new 5G …

A survey on scheduling techniques in computing and network convergence

S Tang, Y Yu, H Wang, G Wang, W Chen… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The computing demand for massive applications has led to the ubiquitous deployment of
computing power. This trend results in the urgent need for higher-level computing resource …

Reinforcement learning for slicing in a 5G flexible RAN

MR Raza, C Natalino, P Öhlen, L Wosinska… - Journal of Lightwave …, 2019 - opg.optica.org
Network slicing enables an infrastructure provider (InP) to support heterogeneous 5G
services over a common platform (ie, by creating a customized slice for each service). Once …

Radio resource management: approaches and implementations from 4G to 5G and beyond

T Akhtar, C Tselios, I Politis - Wireless Networks, 2021 - Springer
Radio resource and its management is one of the key areas of research where technologies,
infrastructure and challenges are rapidly changing as 5G system architecture demands a …

Sl-EDGE: Network slicing at the edge

S D'Oro, L Bonati, F Restuccia, M Polese… - Proceedings of the …, 2020 - dl.acm.org
Network slicing of multi-access edge computing (MEC) resources is expected to be a pivotal
technology to the success of 5G networks and beyond. The key challenge that sets MEC …

Optimal admission control mechanism design for time-sensitive services in edge computing

S Chen, L Wang, F Liu - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
Edge computing is a promising solution for reducing service latency by provisioning time-
sensitive services directly from the network edge. However, upon workload peaks at the …