Network slice reconfiguration by exploiting deep reinforcement learning with large action space

F Wei, G Feng, Y Sun, Y Wang, S Qin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
It is widely acknowledged that network slicing can tackle the diverse usage scenarios and
connectivity services that the 5G-and-beyond system needs to support. To guarantee …

Realizing 5G network slicing provisioning with open source software

KL Lee, CN Lee, MF Lee - 2021 Asia-Pacific Signal and …, 2021 - ieeexplore.ieee.org
5G has gradually been commercialized in countries around the world, but for most telecom
companies, network slicing is still in the development stage and has not been applied to …

Enhancing network slicing architectures with machine learning, security, sustainability and experimental networks integration

JSB Martins, TC Carvalho, R Moreira, CB Both… - IEEE …, 2023 - ieeexplore.ieee.org
Network Slicing (NS) is an essential technique extensively used in 5G networks computing
strategies, mobile edge computing, mobile cloud computing, and verticals like the Internet of …

Network slicing automation: Challenges and benefits

F Tonini, C Natalino, M Furdek… - … on Optical Network …, 2020 - ieeexplore.ieee.org
Network slicing is a technique widely used in 5G networks where multiple logical networks
(ie, slices) run over a single shared physical infrastructure. Each slice may realize one or …

A survey on 5G network slicing enabling the smart grid

L Zhang, C Mei, J Li, Y Liang… - 2019 IEEE 25th …, 2019 - ieeexplore.ieee.org
In recent years, the State Grid Corporation of China (SGCC) has been building a strong
smart grid to improve the security level of the power grid. By implementing the Internet+ …

QoS guaranteed network slicing orchestration for Internet of Vehicles

Y Cui, X Huang, P He, D Wu… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
To support the diversified Quality of Service (QoS) requirements of application scenarios,
network slicing has been introduced in the mobile cellular network. It allows mobile cellular …

Continuous multi-objective zero-touch network slicing via twin delayed ddpg and openai gym

F Rezazadeh, H Chergui, L Alonso… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Artificial intelligence (AI)-driven zero-touch network slicing (NS) is a new paradigm enabling
the automation of resource management and orchestration (MANO) in multi-tenant beyond …

A novel QoS framework for network slicing in 5G and beyond networks based on SDN and NFV

Z Shu, T Taleb - IEEE Network, 2020 - ieeexplore.ieee.org
Along with the development of 5G, NS plays an important role in the application of mobile
networks to meet all kinds of personalized requirements. In terms of NS concept, network …

Digital twin-assisted flexible slice admission control for 5G core network: A deep reinforcement learning approach

J Wang, J Li, J Liu - Future Generation Computer Systems, 2024 - Elsevier
Abstract 5G core network slicing is an important component of 5G end-to-end slicing, which
divides the physical network into multiple logical networks to handle various critical service …

Machine learning-based QoS and traffic-aware prediction-assisted dynamic network slicing

N Kumar, A Ahmad - International Journal of …, 2022 - inderscienceonline.com
Over the last few years, network slicing has been presented as one of the key ingredients in
5G for efficiently specifying network services as per the heterogeneous quality and …