Deep Learning Based OSNR Monitoring Independent of Modulation Format, Symbol Rate and Chromatic Dispersion

A deep neural network (DNN) is employed for optical performance monitoring. We show that DNN-based monitor successfully estimates OSNR of signals modulated in different formats and symbol rates in the presence of chromatic dispersion and polarization rotation without prior knowledge.