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Conferences > ACPC > 2020 > S4C > S4C.2
  • Asia Communications and Photonics Conference/International Conference on Information Photonics and Optical Communications 2020 (ACP/IPOC)
  • OSA Technical Digest (Optica Publishing Group, 2020),
  • paper S4C.2
  • •https://doi.org/10.1364/ACPC.2020.S4C.2

Toward Deployment of ML in Optical Networks, Transfer Learning, Monitoring and Modelling

Paurakh Paudyal, Shuangyi Yan, and Dimitra Simeonidou

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Abstract

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.

© 2020 The Author(s)

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