Machine-learning aided OSNR prediction in optical line systems

Andrea D'Amico,Stefano Straullu,Antonino Nespola, Ithesham Khan,Sherif Abdelfattah,Emanuele Virgillito,Stefano Piciaccia,Aberto Tanzi,Gabriele Galimberti,Silvio Abrate,Vittorio Curri

45th European Conference on Optical Communication (ECOC 2019)（2019）

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摘要

We suppose an OLS agnostic operation by relying only on the OCM telemetry. Analyzing an experimental data-set from an 11 EDFA OLS, we show the need for 3.6 dB margin without knowledge on EDFAs, reduced to 0.4 dB by DNN machine learning.

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关键词

OPTICAL NETWORK AUTOMATION,QOT-E,EDFA,MACHINE-LEARNING

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