AI-based autonomous control, management, and orchestration in 5G: From standards to algorithms

D Bega, M Gramaglia, R Perez, M Fiore… - IEEE …, 2020 - ieeexplore.ieee.org
While the application of artificial intelligence (Ai) to 5G networks has raised strong interest,
standard solutions to bring Ai into 5G systems are still in their infancy and have a long way to …

5G networks must be autonomic!

S van der Meer, J Keeney… - NOMS 2018-2018 IEEE …, 2018 - ieeexplore.ieee.org
5G networks will be the first real converged net-works supporting a plethora of different
services, each with their own requirements. A static best-effort approach is no longer …

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 …

On end-to-end intelligent automation of 6G networks

A Moubayed, A Shami, A Al-Dulaimi - Future Internet, 2022 - mdpi.com
The digital transformation of businesses and services is currently in full force, opening the
world to a new set of unique challenges and opportunities. In this context, 6G promises to be …

Collaborative cross system AI: Toward 5G system and beyond

M Bagaa, T Taleb, J Riekki, JS Song - IEEE Network, 2021 - ieeexplore.ieee.org
The emerging industrial verticals set new challenges for 5G and beyond systems. Indeed,
the heterogeneity of the underlying technologies and the challenging and conflicting …

Network control and management automation: Architecture standardization perspective

VP Kafle, T Hirayama, T Miyazawa… - IEEE …, 2021 - ieeexplore.ieee.org
Artificial intelligence (AI) and machine learning (ML) techniques are becoming essential to
automate the control and management of complex systems, such as 5G and future networks …

Toward native explainable and robust AI in 6G networks: Current state, challenges and road ahead

C Fiandrino, G Attanasio, M Fiore, J Widmer - Computer Communications, 2022 - Elsevier
Abstract 6G networks are expected to face the daunting task of providing support to a set of
extremely diverse services, each more demanding than those of previous generation …

AI-driven Closed-loop Automation in 5G and beyond Mobile Networks

R Boutaba, N Shahriar, MA Salahuddin… - Proceedings of the 4th …, 2021 - dl.acm.org
The 5th Generation (5G) mobile networks support a wide range of services that impose
diverse and stringent QoS requirements. This will be further exacerbated with the evolution …

Daemon: A network intelligence plane for 6g networks

M Camelo, M Gramaglia, P Soto… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
While there is a clear trend towards network automation through the usage of Artificial
Intelligence (AI) and Machine Learning (ML) solutions, the major reference network …

An architecture and performance evaluation framework for artificial intelligence solutions in beyond 5G radio access networks

GP Koudouridis, Q He, G Dán - EURASIP Journal on Wireless …, 2022 - Springer
The evolution of mobile communications towards beyond 5th-generation (B5G) networks is
envisaged to incorporate high levels of network automation. Network automation requires …