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 temporallyordered data considering QoT metrics such as BER and OSNR.

Data-Driven Failure Localization in Multi-Core Optical Networks

Ibrahimi, Mëmëdhe;Sticca, Giovanni S.;Musumeci, Francesco;Tornatore, Massimo
2025-01-01

Abstract

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 temporallyordered data considering QoT metrics such as BER and OSNR.
2025
2025 30th OptoElectronics and Communications Conference (OECC)
Artificial intelligence and machine learning for optical network design
control
management
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1299103
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