1 citations · 1 across the 9 of their papers we have counts for
9 papers
Decentralized Multi-Party Multi-Network AI for Global Deployment of 6G Wireless Systems
Merim Dzaferagic, Marco Ruffini, Nina Slamnik-Krijestorac +21
Multiple visions of 6G networks elicit Artificial Intelligence (AI) as a central, native element. When 6G systems are deployed at a large scale, end-to-end AI-based solutions will…
ML-based handover prediction over a real O-RAN deployment using RAN Intelligent controller
Merim Dzaferagic, Bruno Missi Xavier, Diarmuid Collins +3
O-RAN introduces intelligent and flexible network control in all parts of the network. The use of controllers with open interfaces allow us to gather real time network measurements…
Demonstration of Cooperative Transport Interface using open-source 5G OpenRAN and virtualised PON network
Frank Slyne, Kevin O Sullivan, Merim Dzaferagic +6
We demonstrate a real-time, converged 5G-PON through the Cooperative Transport Interface, synchronising 5G and PON-DBA upstream schedulers. This innovative approach, implemented us…
Cross-Domain AI for Early Attack Detection and Defense Against Malicious Flows in O-RAN
Bruno Missi Xavier, Merim Dzaferagic, Irene Vilà +2
Only the chairs can edit In the fight against cyber attacks, Network Softwarization (NS) is a flexible and adaptable shield, using advanced software to spot malicious activity in r…
Machine Learning-based Early Attack Detection Using Open RAN Intelligent Controller
Bruno Missi Xavier, Merim Dzaferagic, Diarmuid Collins +3
We design and demonstrate a method for early detection of Denial-of-Service attacks. The proposed approach takes advantage of the OpenRAN framework to collect measurements from the…
ML Approach for Power Consumption Prediction in Virtualized Base Stations
Merim Dzaferagic, Jose A. Ayala-Romero, Marco Ruffini
The flexibility introduced with the Open Radio Access Network (O-RAN) architecture allows us to think beyond static configurations in all parts of the network. This paper addresses…