| Presentation | 2021-01-22 Selection of Interference Cancellation Technique Using Decision Trees for Uplink Non-orthogonal Multiple Access Noriaki Yamamoto, Masafumi Moriyama, Kenichi Takizawa, Tetsushi Ikegami, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | As IoT（Internet of Things）develops, wireless access techniques that can effectively accommodate massive number of devices transmitting small-size data are required, so Non-orthogonal Multiple Access (NOMA) in which multiple devices share the same communication resource. In the uplink NOMA, interference cancellation technology between devices in the base station is indispensable, and performance comparisons have been made between Successive Interference Cancellation (SIC) and Parallel Interference Cancellation (PIC). In this paper, we propose a system that selects the interference cancellation technology used in the mobile environment by the decision tree according to the received power, and explain the number of data that the decision tree learns and the timing of learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Non-orthogonal Multiple Access (NOMA) / Machine Learning / Decision Tree |
| Paper # | IT2020-85,SIP2020-63,RCS2020-176 |
| Date of Issue | 2021-01-14 (IT, SIP, RCS) |
| Conference Information | |
| Committee | SIP / IT / RCS |
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| Conference Date | 2021/1/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kazunori Hayashi(Kyoto Univ.) / Tadashi Wadayama(Nagoya Inst. of Tech.) / Eiji Okamoto(Nagoya Inst. of Tech.) |
| Vice Chair | Yukihiro Bandou(NTT) / Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) / Tetsuya Kojima(Tokyo Kosen) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Tomoya Tandai(Toshiba) |
| Secretary | Yukihiro Bandou(Hosei Univ.) / Toshihisa Tanaka(Waseda Univ.) / Tetsuya Kojima(Yamaguchi Univ.) / Fumiaki Maehara(Saga Univ.) / Toshihiko Nishimura(Kyushu Univ.) / Tomoya Tandai(NEC) |
| Assistant | Yuichi Tanaka(Tokyo Univ. Agri.&Tech.) / Takahiro Ohta(Senshu Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Masashi Iwabuchi(NTT) / Tatsuki Okuyama(NTT DOCOMO) |
| Paper Information | |
| Registration To | Technical Committee on Signal Processing / Technical Committee on Information Theory / Technical Committee on Radio Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Selection of Interference Cancellation Technique Using Decision Trees for Uplink Non-orthogonal Multiple Access |
| Sub Title (in English) | Evaluation of Communication Success Rate in A Mobile Environment |
| Keyword(1) | Non-orthogonal Multiple Access (NOMA) |
| Keyword(2) | Machine Learning |
| Keyword(3) | Decision Tree |
| 1st Author's Name | Noriaki Yamamoto |
| 1st Author's Affiliation | Meiji University(Meiji Univ.) |
| 2nd Author's Name | Masafumi Moriyama |
| 2nd Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
| 3rd Author's Name | Kenichi Takizawa |
| 3rd Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
| 4th Author's Name | Tetsushi Ikegami |
| 4th Author's Affiliation | Meiji University(Meiji Univ.) |
| Date | 2021-01-22 |
| Paper # | IT2020-85,SIP2020-63,RCS2020-176 |
| Volume (vol) | vol.120 |
| Number (no) | IT-320,SIP-321,RCS-322 |
| Page | pp.pp.119-124(IT), pp.119-124(SIP), pp.119-124(RCS), |
| #Pages | 6 |
| Date of Issue | 2021-01-14 (IT, SIP, RCS) |