Pub Date : 2019-11-01DOI: 10.1109/avfop.2019.8908212
Hyung Joon Cho, D. Lippiatt, Siddharth J. Varughese, S. Ralph
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.
{"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":"https://doi.org/10.1109/avfop.2019.8908212","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":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125909467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}