Experimental Demonstration of ML-Based DWDM System Margin Estimation

SNR margins between partially and fully loaded DWDM systems are estimated without detailed knowledge of the network. The ML model, trained on simulation data, achieves accurate predictions on experimental data with an RMSE of 0.16 dB.

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Bibliographic Details
Published in:arXiv.org 2023-02
Main Authors: Müller, Jasper, Slyne, Frank, Kaeval, Kaida, Troia, Sebastian, Fehenberger, Tobias, Jörg-Peter Elbers, Kilper, Daniel C, Ruffini, Marco, Mas-Machuca, Carmen
Format: Article
Language:English
Online Access:Get full text
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Summary:SNR margins between partially and fully loaded DWDM systems are estimated without detailed knowledge of the network. The ML model, trained on simulation data, achieves accurate predictions on experimental data with an RMSE of 0.16 dB.
ISSN:2331-8422