Deep Learning For Multi-Step Performance Prediction In Operational Optical Networks
2020 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO)（2020）
Abstract
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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Key words
multistep performance prediction,operational optical networks,1D convolutional neural network,field bit error rate data,lightpath performance
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