Optimal 5G network slicing using machine learning and deep learning concepts

MH Abidi, H Alkhalefah, K Moiduddin, M Alazab… - Computer Standards & …, 2021 - Elsevier
Network slicing is predetermined to hold up the diversity of emerging applications with
enhanced performance and flexibility requirements in the way of splitting the physical …

Satellite edge computing architecture and network slice scheduling for IoT support

T Kim, J Kwak, JP Choi - IEEE Internet of Things journal, 2021 - ieeexplore.ieee.org
For 5G and 6G communications, satellites are drawing great attention for global coverage
extension and 3-D mobility enhancement. With advancements of satellite hardware …

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 …

Joint multi-objective optimization for radio access network slicing using multi-agent deep reinforcement learning

G Zhou, L Zhao, G Zheng, Z Xie… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Radio access network (RAN) slices can provide various customized services for next-
generation wireless networks. Thus, multiple performance metrics of different types of RAN …

Slicing Resource Allocation for eMBB and URLLC in 5G RAN

T Ma, Y Zhang, F Wang, D Wang… - … and Mobile Computing, 2020 - Wiley Online Library
This paper investigates the network slicing in the virtualized wireless network. We consider a
downlink orthogonal frequency division multiple access system in which physical resources …

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 …

When network slicing meets prospect theory: A service provider revenue maximization framework

R Fantacci, B Picano - IEEE Transactions on Vehicular …, 2020 - ieeexplore.ieee.org
Recently, the network slicing technology has emerged enabling network operators to
provide dedicated virtual networks to customers, over a common network infrastructure. This …

Two-Tier Resource Allocation for Multitenant Network Slicing: A Federated Deep Reinforcement Learning Approach

R Ou, G Sun, D Ayepah-Mensah… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Fifth-generation (5G) wireless networks enable gigabit-per-second data speeds, minimal
latency, and reliable Internet of Things (IoT) connectivity. Thus, network slicing (NS) has …

Stackelberg game-based dynamic resource trading for network slicing in 5G networks

R Ou, GO Boateng, D Ayepah-Mensah, G Sun… - Journal of Network and …, 2023 - Elsevier
Network slicing (NS) has been envisioned as the main technology in 5G to accommodate
different virtualized operators with versatile service requirements, on a common substrate …

Competitive pricing for resource trading in sliced mobile networks: A multi-agent reinforcement learning approach

G Sun, GO Boateng, L Luo, H Chen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The emergence of network slicing as a flagship technology in 5G networks has not only
enhanced network expansion and flexibility in resource management for service continuity …