| Presentation | 2023-01-23 [Invited Talk] Application of AI Technology for Sophisticated Operation of Optical Networks Yuji Kobayashi, Jun Kodama, Takehiko Mizoguchi, Yoshiaki Sakae, Yasuhiro Ajiro, Morihiko Ota, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | “Beyond 5G” is expected to be an infrastructure that will play a central role in a cyber-physical society such as “Society 5.0”, Japan's vision for the future society. Autonomous control of optical communication systems is one of the key themes, and the application of machine learning technology (ML) in the optical communication domain has been increasingly attracting attention in recent years. Therefore, for readers who are considering application of ML in the field of optical communications, this paper describes the basic flow and key points for ML implementation, previous works of ML application in the field of optical communications, and, as a more advanced content, the issue of model accuracy deterioration in the continuous operation of ML and solution methods. Finally, we present the prospects for the application of ML, which the authors plan to develop in a national project for the realization of Beyond 5G. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | AI / Machine Learning / Optical Communication / Network / Operation and Management / Tutorial / Beyond 5G |
| Paper # | PN2022-35,EMT2022-73,MWPTHz2022-61 |
| Date of Issue | 2023-01-16 (PN, EMT, MWPTHz) |
| Conference Information | |
| Committee | MWPTHz / PN / EMT / IEE-EMT |
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| Conference Date | 2023/1/23(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Atsushi Kanno(NICT) / Hideaki Furukawa(NICT) / Hiroyuki Deguchi(Doshisha Univ.) / Shinichi Furukawa(Nihon University) |
| Vice Chair | Masayuki Fujita(Osaka Univ.) / Kensuke Ikeda(CRIEPI) / Kohei Shiomoto(Tokyo City Univ.) / Ryuichi Sugizaki(Furukawa Electric) / Noboru Yoshikane(KDDI Research) / Hideki Kawaguchi(Muroran Inst. of Tech) |
| Secretary | Masayuki Fujita(NICT) / Kensuke Ikeda(NICT) / Kohei Shiomoto(NTT) / Ryuichi Sugizaki(Univ. of Electr-Comm.) / Noboru Yoshikane(Mitsubishi Electric) / Hideki Kawaguchi(Kyushu Sangyo Univ.) / (Tokyo Metropolitan Univ.) |
| Assistant | Li Yi(Osaka Univ.) / Akira Satou(Tohoku Univ.) / Safumi Suzuki(Tokyo Inst. of Tech.) / Kenji Ishii(Mitsubishi Electric) / Yojiro Mori(Nagoya Univ.) / Ryo Natsuaki(Univ. of Tokyo) / Kazuki Niino(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Microwave Photonics and Terahertz Photonic-Electronic Technologies / Technical Committee on Photonic Network / Technical Committee on Electromagnetic Theory / Technical Meeting on Electromagnetic Theory |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Application of AI Technology for Sophisticated Operation of Optical Networks |
| Sub Title (in English) | |
| Keyword(1) | AI |
| Keyword(2) | Machine Learning |
| Keyword(3) | Optical Communication |
| Keyword(4) | Network |
| Keyword(5) | Operation and Management |
| Keyword(6) | Tutorial |
| Keyword(7) | Beyond 5G |
| 1st Author's Name | Yuji Kobayashi |
| 1st Author's Affiliation | NEC Corporation(NEC) |
| 2nd Author's Name | Jun Kodama |
| 2nd Author's Affiliation | NEC Corporation(NEC) |
| 3rd Author's Name | Takehiko Mizoguchi |
| 3rd Author's Affiliation | NEC Corporation(NEC) |
| 4th Author's Name | Yoshiaki Sakae |
| 4th Author's Affiliation | NEC Corporation(NEC) |
| 5th Author's Name | Yasuhiro Ajiro |
| 5th Author's Affiliation | NEC Corporation(NEC) |
| 6th Author's Name | Morihiko Ota |
| 6th Author's Affiliation | NEC Corporation(NEC) |
| Date | 2023-01-23 |
| Paper # | PN2022-35,EMT2022-73,MWPTHz2022-61 |
| Volume (vol) | vol.122 |
| Number (no) | PN-350,EMT-351,MWPTHz-352 |
| Page | pp.pp.22-29(PN), pp.22-29(EMT), pp.22-29(MWPTHz), |
| #Pages | 8 |
| Date of Issue | 2023-01-16 (PN, EMT, MWPTHz) |