4 papers
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…
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…
A Robust ADMM-Based Optimization Algorithm For Underwater Acoustic Channel Estimation
Tian Tian, Agastya Raj, Bruno Missi Xavier +3
Accurate estimation of the Underwater acoustic (UWA) is a key part of underwater communications, especially for coherent systems. The severe multipath effects and large delay sprea…
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…