Convolutional Neural Network-Based Deep Learning for Intelligent OSNR Estimation on Eye Diagrams
Danshi Wang, Min Zhang, Ze Li, Jin Li, Chuang Chen Song, Jianqiang Li, Mengyuan Wang · 2017
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.