Scalable and Efficient Pipeline for ML-based Optical Network Monitoring
Paper in proceeding, 2023
We demonstrate a scalable processing of OPM data using ML to detect anomalies in optical services at run time. A dashboard will show operational SDN controller metrics, raw OPM data, and the ML assessment results.
Author
Carlos Natalino Da Silva
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Lluis Gifre
Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
Raul Munoz
Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
Ricard Vilalta
Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
Marija Furdek Prekratic
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Paolo Monti
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings
M3Z.12
978-1-957171-18-0 (ISBN)
2023 Optical Fiber Communication Conference and Exhibition - OFC 2023
San Diego, CA, USA,
San Diego, CA, USA,
Secured autonomic traffic management for a Tera of SDN flows (TeraFlow)
European Commission (EC) (EC/H2020/101015857), 2021-01-01 -- 2023-06-30.
Safeguarding optical communication networks from cyber-security attacks
Swedish Research Council (VR) (2019-05008), 2020-01-01 -- 2023-12-31.
Subject Categories
Computer Engineering
Telecommunications
Remote Sensing
Software Engineering
Computer Systems
Areas of Advance
Information and Communication Technology
DOI
10.23919/OFC49934.2023.10116380