Toward Deployment of ML in Optical Networks, Transfer Learning, Monitoring and Modelling
Paurakh Paudyal, Shuangyi Yan, Dimitra E. Simeonidou · 2020
We present a novel approach for Quality of Transmission estimation using hybrid modelling and transfer-learning. Our method reduces the training data requirement by 80% while obtaining an MSE of 0.27dB. The approach facilitates a streamlined ML life-cycle for data collection, training and deployment.