Backpropagation 1 Domain properties Forecasting 1 Intensity profiles 1 Modulation instabilities 1 Neural-networks 1 Optical fibers 1 Probability distributions 1 Pulse laser 1 Solitons 1 Spectral intensity 1 Spectral intensity data 1 Supercontinuum generation 1 Supervised learning 1 Temporal solitons 1 Time domain 1 Time domain analysis 1 Trained neural networks 1