Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group
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

Not Accessible

Your library or personal account may give you access

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)

PDF Article
More Like This
Evol-TL: Evolutionary Transfer Learning for QoT Estimation in Multi-Domain Networks

Che-Yu Liu, Xiaoliang Chen, Roberto Proietti, and S. J. Ben Yoo
Th3D.1 Optical Fiber Communication Conference (OFC) 2020

Recalibration Learning: Enabling Universal Transfer of ML Model of Gain and NF for Remote Optically Pumped Amplifiers

Arthur Minakhmetov, Benjamin Prieur, Maël Le Monnier, Delphine Rouvillain, and Bruno Lavigne
M3I.2 Optical Fiber Communication Conference (OFC) 2024

Transfer learning aided concurrent multi-alarm prediction in optical transport networks

Bing Zhang, Yongli Zhao, Yajie Li, and Jie Zhang
M4A.197 Asia Communications and Photonics Conference (ACP) 2020

View More...
Select as filters
Select Topics Cancel
Top
       
© Copyright 2024 | Optica Publishing Group. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies.
Privacy | Terms of Use