most citedSimultaneous gain profile design and noise figure prediction for Raman amplifiers using machine learning

18 citations · 18 across the 4 of their papers we have counts for

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eess.SP2020

Power Evolution Prediction and Optimization in a Multi-span System Based on Component-wise System Modeling

Metodi P. Yankov, Uiara Celine de Moura, Francesco Da Ros

Cascades of a machine learning-based EDFA gain model trained on a single physical device and a fully differentiable stimulated Raman scattering fiber model are used to predict and…

eess.SP2020

Machine learning-based EDFA Gain Model Generalizable to Multiple Physical Devices

Francesco Da Ros, Uiara Celine de Moura, Metodi P. Yankov

We report a neural-network based erbium-doped fiber amplifier (EDFA) gain model built from experimental measurements. The model shows low gain-prediction error for both the same de…