Physical Layer Abstraction Utilizing OSNR Montioring Based on Deep Neural Network

We demonstrate a deep neural network (DNN) trained with amplitude histograms (AHs) for optical performance monitoring in a 28-GBd PAM4 based direct detection system. Both simulation and experimental results shows DNN can successfully estimate OSNRs.