Hierarchical auction and dynamic programming based resource allocation (HA&DP-RA) algorithm for 5G RAN slicing

J Shi, H Tian, S Fan, P Zhao… - 2018 24th Asia-Pacific …, 2018 - ieeexplore.ieee.org
The emerging fifth generation (5G) wireless system will have different requirements in terms
of rate, latency and reliability. Network slicing which addresses the deployment of multiple …

Adaptive function placement with distributed deep reinforcement learning in RAN slicing

Y Tsukamoto, H Hirayama, SI Moon… - 2022 IEEE 95th …, 2022 - ieeexplore.ieee.org
The 5th generation mobile communication system (5G system) is expected to support
various communication services which require different aspects of quality of service (QoS) …

Slice management in radio access network via iterative adaptation

B Khodapanah, A Awada, I Viering… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
In the context of 5G systems, the emergence of various use cases with diverse requirements
has attracted great attention to network slicing. In a single physical network, several …

Reinforcement learning based resource allocation for network slices in O-RAN midhaul

NF Cheng, T Pamuklu… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
Network slicing envisions the 5th generation (5G) mobile network resource allocation to be
based on different requirements for different services, such as Ultra-Reliable Low Latency …

A realization of fog-RAN slicing via deep reinforcement learning

H Xiang, S Yan, M Peng - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
To meet the wide range of 5G use cases in a cost-efficient way, network slicing has been
advocated as a key enabler. Unlike the core network slicing in a virtualized environment …

Efficient service allocation scheduling algorithms for 5g user equipments in slice-in-slice networks

S Ravindran, S Chaudhuri, J Bapat… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In 5G, network slicing is a prominent feature to provide end-to-end Quality of Experience
(QoE) for specific user equipment (UE) requirements. A key technology that facilitates the …

Intelligent multi-branch allocation of spectrum slices for inter-numerology interference minimization

M Zambianco, G Verticale - Computer Networks, 2021 - Elsevier
Network slicing and mixed-numerology access schemes cover a central role to enable the
flexible multi-service connectivity that characterizes 5G radio access networks (RAN) …

Hierarchical deep reinforcement learning based dynamic RAN slicing for 5G V2X

U Kaytaz, F Sivrikaya, S Albayrak - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Radio Access Network (RAN) slicing is getting increasing attention as a resource allocation
technique for satisfying diverse Quality-of-Service (QoS) requirements in 5G vehicular …

Real-time resource slicing for 5G RAN via deep reinforcement learning

R Xi, X Chen, Y Chen, Z Li - 2019 IEEE 25th International …, 2019 - ieeexplore.ieee.org
With the rapid growth of Internet of Things (IoT), network slicing is regarded as an important
technology to support the multi-users' needs for 5G mobile network. Network slicing allows …

Open RAN Slicing for MVNOs With Deep Reinforcement Learning

A Filali, Z Mlika, S Cherkaoui - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
As 5G networks continue to be deployed and 6G networks begin to be envisioned, mobile
network operators (MNOs) are embarking on a revolutionary transformation of the way they …