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,

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

More information

Latest update

1/3/2024 9