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 …
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) …
flexible multi-service connectivity that characterizes 5G radio access networks (RAN) …
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 …
(eMBB) and ultra-reliable low-latency communications (URLLC) services characterized by …
Reinforcement learning for dynamic resource optimization in 5G radio access network slicing
The paper presents a reinforcement learning solution to dynamic resource allocation for 5G
radio access network slicing. Available communication resources (frequency-time blocks …
radio access network slicing. Available communication resources (frequency-time blocks …
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 …
enhanced mobile broadband (eMBB) and ultra-reliable low-latency communications …
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 …
shared infrastructure. Within this context, a Radio Access Network (RAN) slice is considered …
On resource allocation for network slicing with Stackelberg game
With the widely used of 5G, network slice is becoming a hot issue for providing mobile uses
with diversity services. In this paper, we propose an interaction model among multiple …
with diversity services. In this paper, we propose an interaction model among multiple …
Uncertainty-aware RAN slicing via machine learning predictions in next-generation networks
R Abozariba, MK Naeem… - 2020 IEEE 92nd …, 2020 - ieeexplore.ieee.org
Network slicing enables 5G network operators to offer diverse services in the form of end-to-
end isolated slices, over shared physical infrastructure. Wireless service providers are facing …
end isolated slices, over shared physical infrastructure. Wireless service providers are facing …
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 …
networks, where multiple logical RANs, also referred to as RAN slices, are allowed to run on …
A framework for joint admission control, resource allocation and pricing for network slicing in 5G
W Ben-Ameur, L Cano, T Chahed - 2021 IEEE global …, 2021 - ieeexplore.ieee.org
The analysis of the techno-economic interactions among the mobile operators and tenants
(slices) in the context of 5G network slicing has lately received growing interest by the …
(slices) in the context of 5G network slicing has lately received growing interest by the …