Convolutional Neural Network-Based Deep Learning For Intelligent Osnr Estimation On Eye Diagrams

Danshi Wang,Min Zhang,Ze Li,Jin Li,Chuang Song,Jianqiang Li,Mengyuan Wang

43RD EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC 2017)（2017）

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摘要

A convolutional neural network-based deep learning technique is proposed for intelligent OSNR estimation on eye diagrams. Compared with other machine learning methods, the optimal performances and 100% accuracies are achieved for four widely-used modulation formats.

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关键词

convolutional neural network-based deep learning,optimal performances,modulation formats,machine learning methods,eye diagrams,intelligent OSNR estimation

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