Network Data Based Transfer Learning Failure Prediction Agent Pre-Trained Using Digital Twin

This paper describes the use of Transfer Learning (TL) using experimental data and a Machine Learning (ML) model pre-trained with a Digital Twin (DT) for the prediction of amplifier failures in optical networks. Using GNPy, an open-source framework, amplifier failure conditions are simulated, creati... View More