| Presentation | 2019-06-20 Overestimation of Artificial Neural Network and Volterra Series Transfer Function in PRBS Based Signal Quality Evaluation Kai Ikuta, Yuta Otsuka, Yuta Fukumoto, Moriya Nakamura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We compared overestimation problem of Volterra series transfer function (VSTF) with that of artificial neural network (ANN). We observed that not only ANN but also VSTF predict the pattern of pseudo-random binary sequence (PRBS). When the VSTF was trained on PRBS9, PRBS11, and PRBS15, the number of taps, with which VSTF started to predict the PRBS, was the same as that of ANN. However, VSTF using only first and third order Volterra kernels required a larger number of taps to predict the pattern of PRBS in comparison with the VSTF wth first, second, and third order Volterra kernels. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Optical nonlinear compensation / Artificial neural network / Volterra series transfer function / Over-training |
| Paper # | OCS2019-13 |
| Date of Issue | 2019-06-13 (OCS) |
| Conference Information | |
| Committee | OCS / PN / NS |
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| Conference Date | 2019/6/20(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | MALIOS（Morioka） |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Photonic network system, Optical network operation and administration, Optical network design, Traffic engineering, Signaling, GMPLS, Inter-domain route control, Network monitoring, Optical amplifier and Optical repeater, Optical crossconect (OXC) and Optical add/drop multiplexer (OADM), Optical multiplexing/demultiplexing equipment, Optical signal processing, Optical terminal equipment, Digital signal processing and error correction, Optical communication measurement, Core/metro system, Seafloor transmission system, Optical access system and NG-PON, Ethernet, Optical transport network (OTN), Transmission monitoring and control, Optical transmission system design and tool, Mobile and Mobile-optical cooperation, etc. |
| Chair | Joji Maeda(Tokyo Univ. of Science) / Takehiro Tsuritani(KDDI Research) / Yoshikatsu Okazaki(NTT) |
| Vice Chair | / Haruki Ogoshi(Furukawa Electric) / Hideaki Furukawa(NICT) / Kohei Shiomoto(Tokyo City Univ.) / Akihiro Nakao(Univ. of Tokyo) |
| Secretary | (NTT) / Haruki Ogoshi(Furukawa Electric) / Hideaki Furukawa(NTT) / Kohei Shiomoto(Univ. of Electr-Comm.) / Akihiro Nakao(Osaka Pref Univ.) |
| Assistant | / Keijiro Suzuki(AIST) / Takahiro Kodama(Kagawa Univ) / Shinya Kawano(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Optical Communication Systems / Technical Committee on Photonic Network / Technical Committee on Network Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Overestimation of Artificial Neural Network and Volterra Series Transfer Function in PRBS Based Signal Quality Evaluation |
| Sub Title (in English) | |
| Keyword(1) | Optical nonlinear compensation |
| Keyword(2) | Artificial neural network |
| Keyword(3) | Volterra series transfer function |
| Keyword(4) | Over-training |
| 1st Author's Name | Kai Ikuta |
| 1st Author's Affiliation | Meiji University(Meiji Univ.) |
| 2nd Author's Name | Yuta Otsuka |
| 2nd Author's Affiliation | Meiji University(Meiji Univ.) |
| 3rd Author's Name | Yuta Fukumoto |
| 3rd Author's Affiliation | Meiji University(Meiji Univ.) |
| 4th Author's Name | Moriya Nakamura |
| 4th Author's Affiliation | Meiji University(Meiji Univ.) |
| Date | 2019-06-20 |
| Paper # | OCS2019-13 |
| Volume (vol) | vol.119 |
| Number (no) | OCS-93 |
| Page | pp.pp.17-20(OCS), |
| #Pages | 4 |
| Date of Issue | 2019-06-13 (OCS) |