[ThG1] AI-Based Optical Network Management

9:00 AM - 9:30 AM JST(12:00 AM - 12:30 AM UTC)Invited

[ThG1-1] Data-Driven Failure Localization in Multi-Core Optical Networks

○Memedhe Ibrahimi¹, Pasquale Lobaccaro¹, Giammarco Di Sciullo², Giovanni Simone Sticca¹, Francesco Musumeci¹, Ruben S. Luis³, Andrea Marotta², Cristian Antonelli², Massimo Tornatore¹ (1. Politecnico di Milano (Italy), 2. Universita Degli Studi Dell’Aquila (Italy), 3. National Institute of Information and Communications Technology (Japan))

We demonstrate machine-learning-assisted soft-failure localization using real data from a multi-core optical-network testbed. We achieve localization Accuracy of up to 94% over temporally-ordered data considering QoT metrics such as BER and OSNR.