Demonstration of Machine-Learning-Assisted Security Monitoring in Optical Networks
Paper in proceeding, 2019
We report on the first demonstration of machine-learning-assisted detection, identification and localisation of optical-layer attacks integrated into network management system and verified on real-life experimental attack traces from a network operator testbed.
Attack detection and localisation
Optical network telemetry
Unsupervised learning
Supervised learning
Physical layer security
Author
Marija Furdek Prekratic
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Carlos Natalino Da Silva
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Fabian Lipp
Infosim GmbH & Co. KG
David Hock
Infosim GmbH & Co. KG
Nieke Aerts
Infosim GmbH & Co. KG
Marco Schiano
Telecom Italia S.P.A
Andrea Di Giglio
Telecom Italia S.P.A
Lena Wosinska
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Proceedings of the 45th European Conference on Optical Communication, ECOC 2019
45th European Conference on Optical Communication, ECOC 2019
Dublin, Ireland,
Dublin, Ireland,
Subject Categories
Computer Engineering
Communication Systems
Computer Systems