SNAF: DRL-based Interdependent E2E Resource Slicing Scheme for a Virtualized Network

SRA Sebakara, G Sun, GO Boateng… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The fifth generation (5 G) mobile cellular network relies on network slicing (NS) to satisfy the
diverse quality of service (QoS) requirements of various service providers operating on a …

Coordinated 5G network slicing: How constructive interference can boost network throughput

S D'Oro, L Bonati, F Restuccia… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
Radio access network (RAN) slicing is a virtualization technology that partitions radio
resources into multiple autonomous virtual networks. Since RAN slicing can be tailored to …

Radio resource allocation for RAN slicing in mobile networks

L Zhou, T Zhang, J Li, Y Zhu - 2020 IEEE/CIC International …, 2020 - ieeexplore.ieee.org
Network slicing is a key technology for addressing the issue of differentiated performance
requirements of diversified services in mobile networks. We focus on the radio resource …

Ensemble learning method-based slice admission control for adaptive RAN

SII Moon, H Hirayama, Y Tsukamoto… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
The future 5G system is expected to support an additional diverse range of services with
performance targets of low latency, high reliability, and high capacity. We have proposed an …

Knowledge transfer based radio and computation resource allocation for 5G RAN slicing

H Zhou, M Erol-Kantarci - 2022 IEEE 19th Annual Consumer …, 2022 - ieeexplore.ieee.org
To implement network slicing in 5G, resource allocation is a key function to allocate limited
network resources such as radio and computation resources to multiple slices. However, the …

Impact of slice function placement on the performance of URLLC with redundant coverage

A Chagdali, SE Elayoubi… - 2020 16th International …, 2020 - ieeexplore.ieee.org
Network slicing has emerged as a promising technical solution to ensure the coexistence of
the various 5G services. While the evolution of the 5G architecture for supporting slicing has …

Spectrum allocation for network slices with inter-numerology interference using deep reinforcement learning

M Zambianco, G Verticale - 2020 IEEE 31st Annual …, 2020 - ieeexplore.ieee.org
Network slicing and mixed-numerology schemes are essential technologies to efficiently
accommodate different services in 5G radio access networks (RAN). To fully take advantage …

Model-based reinforcement learning with kernels for resource allocation in RAN slices

JJ Alcaraz, F Losilla, A Zanella… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network slicing is a key feature of 5G and beyond networks, allowing the deployment of
separate logical networks (network slices), sharing a common underlying physical …

Radio access network resource slicing for flexible service execution

CY Chang, N Nikaein… - IEEE INFOCOM 2018 …, 2018 - ieeexplore.ieee.org
Network slicing is a key enabler for the service-oriented 5G vision, that aims to satisfy
various per-service requirements. Unlike core network slicing, radio access network (RAN) …

Customized slicing for 6G: Enforcing artificial intelligence on resource management

W Guan, H Zhang, VCM Leung - IEEE network, 2021 - ieeexplore.ieee.org
Next generation wireless networks are expected to support diverse vertical industries and
offer countless emerging use cases. To satisfy stringent requirements of diversified services …