Müller, Jasper; Slyne, Frank; Kaeval, Kaida; Troia, Sebastian; Fehenberger, Tobias; Elbers, Jörg-Peter; Kilper, Daniel C.; Ruffini, Marco; Mas-Machuca, Carmen
Document type:
Konferenzbeitrag / Conference Paper
Title:
Experimental Demonstration of ML-Based DWDM System Margin Estimation
Title of conference publication:
Optical Fiber Communication Conference (OFC) 2023
Series title:
Technical Digest Series
Conference title:
Optical Fiber Communication Conference (2023, San Diego, Calif.)
Venue:
San Diego, California, United States
Year of conference:
2023
Date of conference beginning:
05.03.2023
Date of conference ending:
09.03.2023
Publisher:
Optica Publishing Group
Year:
2023
Pages from - to:
Tu2F.2
Language:
Englisch
Subject:
Communication Networks
Abstract:
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.