| Presentation | 2016-03-22 Quaternion neural networks to estimate and predict polarization states in multipath environment Maoki Hikosaka, Tianben Ding, Akira Hirose, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Channel compensation often employs pre-equalization and/or adaptive diversity schemes. Such techniques require channel prediction because a channel changes in time. Previously, we reported a channel prediction technique to increase the accuracy by focusing on polarization state and combine multiple polarization components estimated in the nearest past signal set. However, when the polarization state is changing as well, this method fails. In this paper, we propose a channel prediction combined with polarization prediction on the unity-radius Poincare sphere by using a quaternion neural network. We demonstrate a higher accuracy in channel prediction, resulting in a low bit error rate. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | quaternion neural networks / channel prediction / diversity / polarization |
| Paper # | NC2015-73 |
| Date of Issue | 2016-03-15 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2016/3/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tetsuo Kobayashi(Kyoto Univ.) / Toshimichi Saito(Hosei Univ.) |
| Vice Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
| Secretary | Yutaka Fukuoka(akita noken) / Shigeo Sato(Kogakuin Univ.) |
| Assistant | Takenori Oida(Kyoto Univ.) / Ryota Horie(Shibaura Inst. of Tech.) / Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Quaternion neural networks to estimate and predict polarization states in multipath environment |
| Sub Title (in English) | |
| Keyword(1) | quaternion neural networks |
| Keyword(2) | channel prediction |
| Keyword(3) | diversity |
| Keyword(4) | polarization |
| 1st Author's Name | Maoki Hikosaka |
| 1st Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 2nd Author's Name | Tianben Ding |
| 2nd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 3rd Author's Name | Akira Hirose |
| 3rd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| Date | 2016-03-22 |
| Paper # | NC2015-73 |
| Volume (vol) | vol.115 |
| Number (no) | NC-514 |
| Page | pp.pp.25-30(NC), |
| #Pages | 6 |
| Date of Issue | 2016-03-15 (NC) |