Machine learning regression approach to on-chip optical frequency combs analyses

Predicting nonlinear reshaping of periodic signals in optical fibre with a neural network

“…Our new tool combined with a suitable merit function could help us identify the appropriate initial conditions for the generation of custom waveforms. Our approach could also be extended to the generation of cavity-based frequency combs, governed by the Lugiato-Lefever equation model [50,51].…”