O. S. S. Kumar, L. Lampe, S. Luo, Mrinmoy Jana, J. Mitra, Chuandong Li
{"title":"深度神经网络辅助二阶微扰非线性补偿","authors":"O. S. S. Kumar, L. Lampe, S. Luo, Mrinmoy Jana, J. Mitra, Chuandong Li","doi":"10.1364/sppcom.2021.spf2e.2","DOIUrl":null,"url":null,"abstract":"We propose a fiber nonlinearity post-compensation technique using the DNN and the second-order perturbation theory. We achieve 1 dB Q-factor improvement for a 32 Gbaud PDM-64-QAM at 1200 km compared to the linear dispersion compensation.","PeriodicalId":117290,"journal":{"name":"OSA Advanced Photonics Congress 2021","volume":"72 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Deep Neural Network Assisted Second-Order Perturbation-Based Nonlinearity Compensation\",\"authors\":\"O. S. S. Kumar, L. Lampe, S. Luo, Mrinmoy Jana, J. Mitra, Chuandong Li\",\"doi\":\"10.1364/sppcom.2021.spf2e.2\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose a fiber nonlinearity post-compensation technique using the DNN and the second-order perturbation theory. We achieve 1 dB Q-factor improvement for a 32 Gbaud PDM-64-QAM at 1200 km compared to the linear dispersion compensation.\",\"PeriodicalId\":117290,\"journal\":{\"name\":\"OSA Advanced Photonics Congress 2021\",\"volume\":\"72 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-05-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"OSA Advanced Photonics Congress 2021\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1364/sppcom.2021.spf2e.2\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"OSA Advanced Photonics Congress 2021","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1364/sppcom.2021.spf2e.2","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Deep Neural Network Assisted Second-Order Perturbation-Based Nonlinearity Compensation
We propose a fiber nonlinearity post-compensation technique using the DNN and the second-order perturbation theory. We achieve 1 dB Q-factor improvement for a 32 Gbaud PDM-64-QAM at 1200 km compared to the linear dispersion compensation.