Machine learning assisted EDFA gain ripple modelling for accurate QoT estimation

Wavelength dependent EDFA gain ripple has an impact on connection's OSNR performance. We propose a machine learning regression model to estimate the end to end gain ripple penalty and to increase QoT estimation accuracy.