Supporting intelligence in disaggregated open radio access networks: Architectural principles, AI/ML workflow, and use cases

A Giannopoulos, S Spantideas, N Kapsalis… - … Access, 2022 - ieeexplore.ieee.org
… Overall, this paper provides evidence on how an open and disaggregated RAN deployment
can support predictive and optimization objectives, useful both for researchers and prac…

Artificial intelligence in open-radio access network

PH Masur, JH Reed, NK Tripathi - IEEE Aerospace and …, 2022 - ieeexplore.ieee.org
… In this paper, O-RAN refers to the network architecture defined … The use of AI in O-RAN in
support of various use cases is … The network layout of O-RAN relies upon a disaggregated base …

Toward integrating intelligence and programmability in open radio access networks: A comprehensive survey

A Arnaz, J Lipman, M Abolhasan, M Hiltunen - Ieee Access, 2022 - ieeexplore.ieee.org
disaggregation and virtualization in vRAN will help Open RAN … Therefore, the Open RAN
architecture should support both … automates and maintains these principles. Engineers from …

Toward next generation open radio access networks: What O-RAN can and cannot do!

AS Abdalla, PS Upadhyaya, VK Shah… - IEEE Network, 2022 - ieeexplore.ieee.org
… , agile, and disaggregated architecture to support service het… , intelligence, and flexibility
while defining open interfaces for … O-RAN takes advantage of cloud RAN (C-RAN) principles

AI/ML Enabled Automation System for Software Defined Disaggregated Open Radio Access Networks: Transforming Telecommunication Business

S Kumar - Big Data Mining and Analytics, 2024 - ieeexplore.ieee.org
… the disaggregated and programmable O-RAN architectureOpen Radio Access Networks
(O-RAN) do not support all these … and intelligence is to divide the Radio Access Network (RAN) …

Digital twin for open ran: Towards intelligent and resilient 6g radio access networks

A Masaracchia, V Sharma, M Fahim… - IEEE …, 2023 - ieeexplore.ieee.org
… of disaggregation will enable operators to select RAN components from different vendors
individually. On the other side, the virtualization will support … network RAN architecture with …

Security of open radio access networks

D Mimran, R Bitton, Y Kfir, E Klevansky, O Brodt… - Computers & …, 2022 - Elsevier
… industry toward an open, adaptive, and intelligent RAN. In this … and disaggregation,
breaking the RAN into multiple open … Non-RT RIC: its main goal is to support intelligent RAN …

Evaluating the security of open radio access networks

D Mimran, R Bitton, Y Kfir, E Klevansky, O Brodt… - arXiv preprint arXiv …, 2022 - arxiv.org
… industry toward an open, adaptive, and intelligent RAN. In … Non-RT RIC: its main goal
is to support intelligent RAN … of openness and disaggregation within O-RAN opens a new …

Multi-agent team learning in virtualized open radio access networks (o-ran)

PE Iturria-Rivera, H Zhang, H Zhou, S Mollahasani… - Sensors, 2022 - mdpi.com
Intelligent Controllers (RIC). In this article, we first provide an overview of the landscape in
RAN disaggregation, … The primary objective of the non RT-RIC is to support applications that …

Towards autonomous open radio access networks

A Kliks, M Dryjanski, V Ram, L Wong… - ITU Journal on Future …, 2023 - eprints.gla.ac.uk
open disaggregated network architecture based on an Open … program supports the
development of disaggregated and in‑ … As the impact of arti icial intelligence on Open RAN is …