| Presentation | 2020-01-16 [Special Invited Talk] Applications of Machine Learning to Nonlinear Compensation and Nonlinear Transmission Technologies in Optical Fiber Communication Ken Mishina, Daisuke Hisano, Akihiro Maruta, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Machine learning (ML) is expected to be a promising technology to promote innovations in optical communications. A number of applications of ML have been reported in different aspects of optical communications such as nonlinearity compensation, performance monitoring, network failure prediction and so on. In this report, we review ML-based technologies for nonlinearity compensation, and reprot on ML-based demodulation method for nonlinear transmission system. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Nonlinearity Compensation / Nonlinear Transmission Technology |
| Paper # | CS2019-91 |
| Date of Issue | 2020-01-09 (CS) |
| Conference Information | |
| Committee | CS / OCS |
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| Conference Date | 2020/1/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Beppu Housensou Hotel (Oita Pref.) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hidenori Nakazato(Waseda Univ.) / Joji Maeda(Tokyo Univ. of Science) |
| Vice Chair | Jun Terada(NTT) |
| Secretary | Jun Terada(Waseda Univ.) / (Mitsubishi Electric) |
| Assistant | Kazutaka Hara(NTT) / Hiroyuki Saito(OKI) |
| Paper Information | |
| Registration To | Technical Committee on Communication Systems / Technical Committee on Optical Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Special Invited Talk] Applications of Machine Learning to Nonlinear Compensation and Nonlinear Transmission Technologies in Optical Fiber Communication |
| Sub Title (in English) | * |
| Keyword(1) | Machine Learning |
| Keyword(2) | Nonlinearity Compensation |
| Keyword(3) | Nonlinear Transmission Technology |
| 1st Author's Name | Ken Mishina |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Daisuke Hisano |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| 3rd Author's Name | Akihiro Maruta |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2020-01-16 |
| Paper # | CS2019-91 |
| Volume (vol) | vol.119 |
| Number (no) | CS-365 |
| Page | pp.pp.17-22(CS), |
| #Pages | 6 |
| Date of Issue | 2020-01-09 (CS) |