Transfer Learning Based Programmable Raman Amplifier for Flexible Multi-Band Optical Network

We deploy neural network and transfer learning, develop an integrated programmable Raman amplifier using commercial components to realize arbitrary target gain profiles, and achieve 0.126dB average RMSE in gain generation and
$\sim 67\%$
prediction improvement when component parameters deviation.