[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 …

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 …

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 …

Resource allocation for network slicing in mobile networks

A Banchs, G De Veciana, V Sciancalepore… - IEEE …, 2020 - ieeexplore.ieee.org
This paper provides a survey of resource allocation for network slicing. We focus on two
classes of existing solutions:(i) reservation-based approaches, which allocate resources on …

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 …

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 …

Split Federated Learning for 6G Enabled-Networks: Requirements, Challenges and Future Directions

H Hafi, B Brik, PA Frangoudis, A Ksentini… - IEEE Access, 2024 - ieeexplore.ieee.org
Sixth-generation (6G) networks anticipate intelligently supporting a wide range of smart
services and innovative applications. Such a context urges a heavy usage of Machine …

Priority-based downlink wireless resource provisioning for radio access network slicing

AR Hossain, N Ansari - IEEE Transactions on Vehicular …, 2021 - ieeexplore.ieee.org
This paper examines network slicing within the radio access network which employs an
orthogonal frequency division multiple access system for downlink communications. Its radio …

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 …

Maximize the Long-Term Average Revenue of Network Slice Provider via Admission Control Among Heterogeneous Slices

M Dai, G Sun, H Yu, D Niyato - IEEE/ACM Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing endows 5G/B5G with differentiated and customized capabilities to cope with
the proliferation of diversified services, whereas limited physical network resources may not …