Artificial intelligence for elastic management and orchestration of 5G networks

DM Gutierrez-Estevez, M Gramaglia… - IEEE wireless …, 2019 - ieeexplore.ieee.org
The emergence of 5G enables a broad set of diversified and heterogeneous services with
complex and potentially conflicting demands. For networks to be able to satisfy those needs …

Analysis of scaling policies for NFV providing 5G/6G reliability levels with fallible servers

J Ortin, P Serrano, J Garcia-Reinoso… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The softwarization of mobile networks enables an efficient use of resources, by dynamically
scaling and re-assigning them following variations in demand. Given that the activation of …

Performance trade-offs of auto scaling schemes for NFV with reliability requirements

J Perez-Valero, J Garcia-Reinoso, A Banchs… - Computer …, 2023 - Elsevier
A major concern for future mobile networks is to meet extremely stringent reliability
requirements without incurring very high energy consumption. To this aim, we need auto …

Deep Learning solutions for next generation slicing-aware mobile networks

D Bega - 2020 - e-archivo.uc3m.es
It is now commonly agreed that future 5G Networks will build upon the network slicing
concept. Network slicing is an emerging paradigm in mobile networks that leverages …

Experimental validation of dynamic scaling of computational resources in cloud radio access networks

O Santos, P Marques, H Marques… - 2021 IEEE 26th …, 2021 - ieeexplore.ieee.org
This paper describes an experiment deployed as a use case on top of the IRIS testbed that
implements two concurrent network slices on the same cloud infrastructure: one emulating a …

Design, implementation and experimental evaluation of a network-slicing aware mobile protocol stack

G García Avilés - https://doi. org/10.1109/MWC. 2018.1800050, 2021 - e-archivo.uc3m.es
With the arrival of new generation mobile networks, we currently observe a paradigm shift,
where monolithic network functions running on dedicated hardware are now implemented …