Mixed-numerology interference-aware spectrum allocation for eMBB and URLLC network slices

M Zambianco, G Verticale - 2021 19th Mediterranean …, 2021 - ieeexplore.ieee.org
5G RAN slicing makes it possible to simultaneously support enhanced mobile broadband
(eMBB) and ultra-reliable low-latency communications (URLLC) services characterized by …

A reinforcement learning agent for mixed-numerology interference-aware slice spectrum allocation with non-deterministic and deterministic traffic

M Zambianco, G Verticale - Computer Communications, 2022 - Elsevier
Abstract 5G RAN slicing is an essential tool to support the simultaneous coexistence of
enhanced mobile broadband (eMBB) and ultra-reliable low-latency communications …

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 …

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) …

Deep learning based user slice allocation in 5G radio access networks

S Matoussi, I Fajjari, N Aitsaadi… - 2020 IEEE 45th …, 2020 - ieeexplore.ieee.org
Network slicing is proposed as a new paradigm to serve the plethora of 5G services on a
shared infrastructure. Within this context, a Radio Access Network (RAN) slice is considered …

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 …

RAN resource slicing in 5G using multi-agent correlated Q-learning

H Zhou, M Elsayed… - 2021 IEEE 32nd Annual …, 2021 - ieeexplore.ieee.org
5G is regarded as a revolutionary mobile network, which is expected to satisfy a vast number
of novel services, ranging from remote health care to smart cities. However, heterogeneous …

Inter-slice radio resource management via online convex optimization

T Wang, W Yu, S Wang - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Radio access network (RAN) slicing is one of the key technologies in 5G and beyond mobile
networks, where multiple logical RANs, also referred to as RAN slices, are allowed to run on …

Resource allocation with admission control for GBR and delay QoS in 5G network slices

TVK Buyakar, H Agarwal, BR Tamma… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
Network slicing is an integral part of 5G, which supports next-generation wireless
applications over a shared network infrastructure. It paves the way to leverage the full …

SAMUS: Slice-aware machine learning-based ultra-reliable scheduling

C Bektas, D Overbeck, C Wietfeld - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Multiple service types such as Ultra-Reliable Low Latency Communication (uRLLC) and
Enhanced Mobile Broadband (eMBB) are envisioned to be incorporated into the next …