Machine Learning for Mitigation of Nonlinear Intersymbol Interference in Digital Coherent Optical Communication Systems
| dc.contributor.author | Dantas, Lucas C. [UNESP] | |
| dc.contributor.author | Cossa, Grazielle C. [UNESP] | |
| dc.contributor.author | Penchel, Rafael A. [UNESP] | |
| dc.contributor.author | De Oliveira, Jose Augusto [UNESP] | |
| dc.contributor.author | Abbade, Marcelo L. F. [UNESP] | |
| dc.contributor.author | De Abreu, Leandra I. [UNESP] | |
| dc.contributor.author | Garcia, Marlon R. [UNESP] | |
| dc.contributor.author | Guillardi, Hildo [UNESP] | |
| dc.contributor.author | Aldaya, Ivan [UNESP] | |
| dc.contributor.institution | Universidade Estadual Paulista (UNESP) | |
| dc.date.accessioned | 2025-04-29T18:38:05Z | |
| dc.date.issued | 2024-01-01 | |
| dc.description.abstract | This paper explores the interaction between dispersion-induced intersymbol interference and self-phase modulation in coherent optical communication systems using raised cosine pulse shaping. In order to address this interaction, we trained a multilayer perceptron with adjacent symbols, demonstrating that utilizing information from multiple symbols enhances the system's ability to compensate for nonlinear distortion. | en |
| dc.description.affiliation | Faculdade de Engenharia de São João da Boa Vista (Unesp) | |
| dc.description.affiliationUnesp | Faculdade de Engenharia de São João da Boa Vista (Unesp) | |
| dc.identifier | http://dx.doi.org/10.1109/SBFotonIOPC62248.2024.10813497 | |
| dc.identifier.citation | 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024. | |
| dc.identifier.doi | 10.1109/SBFotonIOPC62248.2024.10813497 | |
| dc.identifier.scopus | 2-s2.0-85216531553 | |
| dc.identifier.uri | https://hdl.handle.net/11449/298749 | |
| dc.language.iso | eng | |
| dc.relation.ispartof | 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024 | |
| dc.source | Scopus | |
| dc.subject | Digital coherent optical communications | |
| dc.subject | machine learning | |
| dc.subject | nonlinear distortion | |
| dc.title | Machine Learning for Mitigation of Nonlinear Intersymbol Interference in Digital Coherent Optical Communication Systems | en |
| dc.type | Trabalho apresentado em evento | pt |
| dspace.entity.type | Publication | |
| relation.isOrgUnitOfPublication | 72ed3d55-d59c-4320-9eee-197fc0095136 | |
| relation.isOrgUnitOfPublication.latestForDiscovery | 72ed3d55-d59c-4320-9eee-197fc0095136 | |
| unesp.campus | Universidade Estadual Paulista (UNESP), Faculdade de Engenharia, São João da Boa Vista | pt |