Forecasting Lightpath QoT with Deep Neural Networks

We propose multilayer perceptron (MLP) and long short-term memory (LSTM) deep neural network models trained with field data for forecasting the minimum quality of transmission of deployed lightpaths over horizons up to 72 hours.