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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.
* This work has been partially funded by the German Federal Ministry of
Education and Research in the CELTIC-NEXT project AI-NET-PROTECT
(#16KIS1279K) and in the programme of "Souver\"an. Digital. Vernetzt." joint
project 6G-life (#16KISK002). Work was also funded by Science Foundation
Ireland projects OpenIreland (18/RI/5721) and 13/RC/2077 p2