Physics-based vs ML-based Digital Twins of Submarine Networks

We investigate digital twin approaches to predict subsea link spectrum evolutions and QoT to facilitate spectrum sharing. We focus on a 0.5 dB RMSE hybrid model with low complexity and reduced data training set.