Hyung Joon Cho, D. Lippiatt, Siddharth J. Varughese, S. Ralph
{"title":"Convolutional Neural Networks for Optical Performance Monitoring","authors":"Hyung Joon Cho, D. Lippiatt, Siddharth J. Varughese, S. Ralph","doi":"10.1109/avfop.2019.8908212","DOIUrl":null,"url":null,"abstract":"We demonstrate accurate OSNR estimation using convolutional neural networks based on the constellation image of a QAM signal. Simulation and experiment results demonstrate estimation error within 0.1 dB. Neural network training on simulated and successful testing on experimental data was also demonstrated.","PeriodicalId":290841,"journal":{"name":"2019 IEEE Avionics and Vehicle Fiber-Optics and Photonics Conference (AVFOP)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE Avionics and Vehicle Fiber-Optics and Photonics Conference (AVFOP)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/avfop.2019.8908212","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
We demonstrate accurate OSNR estimation using convolutional neural networks based on the constellation image of a QAM signal. Simulation and experiment results demonstrate estimation error within 0.1 dB. Neural network training on simulated and successful testing on experimental data was also demonstrated.