Network management and orchestration using artificial intelligence: Overview of ETSI ENI

Y Wang, R Forbes, C Cavigioli, H Wang… - IEEE …, 2018 - ieeexplore.ieee.org
The European Telecommunications Standards Institute launched the Industry Specification
Group on Experiential Networked Intelligence in February 2017. This article provides a …

From design to practice: ETSI ENI reference architecture and instantiation for network management and orchestration using artificial intelligence

Y Wang, R Forbes, U Elzur, J Strassner… - IEEE …, 2020 - ieeexplore.ieee.org
The European Telecommunications Standards Institute launched the Industry Specification
Group (ISG) on Experiential Networked Intelligence (ENI) in February 2017. The work …

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 …

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 …

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 …

Orchestration Procedures for the Network Intelligence Stratum in 6G Networks

LE Chatzieleftheriou, M Gramaglia… - 2023 Joint European …, 2023 - ieeexplore.ieee.org
The quest for autonomous mobile networks introdu-ces the need for fully native support for
Network Intelligence (NI) algorithms, typically based on Artificial Intelligence tools like …

Requirements and Specifications for the Orchestration of Network Intelligence in 6G

M Camelo, L Cominardi, M Gramaglia… - 2022 IEEE 19th …, 2022 - ieeexplore.ieee.org
Next-generation mobile networks are expected to flaunt highly (if not fully) automated
management. To achieve such a vision, Artificial Intelligence (AI) and Machine Learning …

Knowledge-defined networking

A Mestres, A Rodriguez-Natal, J Carner… - ACM SIGCOMM …, 2017 - dl.acm.org
The research community has considered in the past the application of Artificial Intelligence
(AI) techniques to control and operate networks. A notable example is the Knowledge Plane …

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 …

Key research challenges in network management

A Pras, J Schonwalder, M Burgess… - IEEE …, 2007 - ieeexplore.ieee.org
Although network management has always played a key role for industry, it only recently
received a similar level of attention from many research communities, accelerated by …