| Presentation | 2020-01-16 Generalization Performance of Artificial Neural Network Based Demodulator of Optical Eigenvalue Modulated Signal Shohei Yamamoto, 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) | Optical eigenvalue modulation scheme has been paid attention because it is unaffected by Kerr-nonlinearity in optical fiber. We have proposed a neural network based demodulation method for optical eigenvalue modulated signal and demonstrated a large power margin improvement compared with the conventional inverse scattering transform based demodulation method. In this report, we investigate a generalization performance against changing transmission system parameters such as transmission distance and carrier frequency offset. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine learning / Inverse scattering transform / Eigenvalue modulation / Neural network |
| Paper # | OCS2019-68 |
| Date of Issue | 2020-01-09 (OCS) |
| 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) | Generalization Performance of Artificial Neural Network Based Demodulator of Optical Eigenvalue Modulated Signal |
| Sub Title (in English) | |
| Keyword(1) | Machine learning |
| Keyword(2) | Inverse scattering transform |
| Keyword(3) | Eigenvalue modulation |
| Keyword(4) | Neural network |
| 1st Author's Name | Shohei Yamamoto |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Ken Mishina |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| 3rd Author's Name | Daisuke Hisano |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| 4th Author's Name | Akihiro Maruta |
| 4th Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2020-01-16 |
| Paper # | OCS2019-68 |
| Volume (vol) | vol.119 |
| Number (no) | OCS-366 |
| Page | pp.pp.19-24(OCS), |
| #Pages | 6 |
| Date of Issue | 2020-01-09 (OCS) |