[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 …

Algorithmics and modeling aspects of network slicing in 5G and beyonds network: Survey

F Debbabi, R Jmal, LC Fourati, A Ksentini - IEEE Access, 2020 - ieeexplore.ieee.org
One of the key goals of future 5G networks is to incorporate many different services into a
single physical network, where each service has its logical network isolated from other …

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 slice admission control strategies and optimization schemes in 5G network

MO Ojijo, OE Falowo - IEEE Access, 2020 - ieeexplore.ieee.org
The Fifth Generation (5G) communication network is envisioned to provide heterogeneous
services tailored to specific user demands. These services are diverse and can be generally …

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 …

Probabilistic-forecasting-based admission control for network slicing in software-defined networks

W Jiang, Y Zhan, G Zeng, J Lu - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
Network slicing is one the key features of software-defined networks (SDNs) and can be
used in next-generation communication networks. Admission control of network slices is the …

Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
The emerging technology of multi-tenancy network slicing is considered as an essential
feature of 5G cellular networks. It provides network slices as a new type of public cloud …

Multiservice-based network slicing orchestration with impatient tenants

B Han, V Sciancalepore, X Costa-Pérez… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
The combination of recent emerging technologies such as network function virtualization
(NFV) and network programmability (SDN) gave birth to the novel Network Slicing paradigm …

Maximizing infrastructure providers' revenue through network slicing in 5G

M Vincenzi, E Lopez-Aguilera, E Garcia-Villegas - IEEE access, 2019 - ieeexplore.ieee.org
Adapting to recent trends in mobile communications towards 5G, infrastructure owners are
gradually modifying their systems for supporting the network programmability paradigm and …

An enhanced deep reinforcement learning-based slice acceptance control system (EDRL-SACS) for cloud–radio access network

M Khani, S Jamali, MK Sohrabi - Physical Communication, 2023 - Elsevier
Abstract In 5G networks, Network Slicing (NS) allows service providers (SPs) to create
customized standalone networks on shared platforms provided by infrastructure providers …