1 citations · 2 across the 5 of their papers we have counts for
5 papers
Framework for Integrating Machine Learning Methods for Path-Aware Source Routing
Anees Al-Najjar, Domingos Paraiso, Mariam Kiran +5
Since the advent of software-defined networking (SDN), Traffic Engineering (TE) has been highlighted as one of the key applications that can be achieved through software-controlled…
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…
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…
RDNA Balance: Load Balancing by Isolation of Elephant Flows using Strict Source Routing
Rodolfo V. Valentim, Rodolfo S. Villaca, Moises R. N. Ribeiro +3
Data center networks need load balancing mechanisms to dynamically serve a large number of flows with different service requirements. However, traditional load-balancing approaches…