Deep Learning For Multi-Step Performance Prediction In Operational Optical Networks

Ameni Mezni,Douglas W. Charlton,Christine Tremblay,Christian Desrosiers

2020 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO)（2020）

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摘要

We propose a 1D Convolutional Neural Network to predict the performance of a lightpath using field bit error rate data and we evaluate the model robustness over forecast horizons up to 24 hours. (c) 2020 The Author(s)

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关键词

multistep performance prediction,operational optical networks,1D convolutional neural network,field bit error rate data,lightpath performance

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