| Presentation | 2020-03-05 Reinforcement learning based channel selection scheme for WiFi-LTE coexistence in unlicensed spectrum Yuki Kishimoto, Xiaoyan Wang, Masahiro Umehira, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, with the rapid increase in mobile traffic, there is an increasing demand of wider bandwidth for mobile communication system LTE. To this end, LTE is allowed to offload some data traffic from licensed spectrum to unlicensed spectrum used by WiFi. The existing channel selection method based on received power sensing has drawbacks in terms of low utilization efficiency and poor performance in a dynamic use case. In order to solve these problems, we propose a channel selection method using reinforcement learning, and evaluate its performance by simulations. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Unlicensed spectrum / Channel selection / Reinforcement learning |
| Paper # | SR2019-124 |
| Date of Issue | 2020-02-26 (SR) |
| Conference Information | |
| Committee | RCS / SR / SRW |
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| Conference Date | 2020/3/4(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mobile Communication Workshop |
| Chair | Tomoaki Otsuki(Keio Univ.) / Masayuki Ariyoshi(NEC) / Satoshi Denno(Okayama Univ.) |
| Vice Chair | Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Suguru Kameda(Tohoku Univ.) / Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Keiichi Mizutani(Kyoto Univ.) |
| Secretary | Satoshi Suyama(NTT) / Fumiaki Maehara(Kyushu Univ.) / Toshihiko Nishimura(ATR) / Suguru Kameda(Univ. of Electro-Comm.) / Osamu Takyu(Mie Univ.) / Kentaro Ishidu(Tokyo Inst. of Tech.) / Keiichi Mizutani(Anritsu) |
| Assistant | Kazushi Muraoka(NEC) / Shinsuke Ibi(Doshisha Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) / Kentaro Kobayashi(Nagoya Univ.) / Masaaki Fuse(Anritsu) / Tomoki Murakami(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio / Technical Committee on Short Range Wireless Communications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Reinforcement learning based channel selection scheme for WiFi-LTE coexistence in unlicensed spectrum |
| Sub Title (in English) | |
| Keyword(1) | Unlicensed spectrum |
| Keyword(2) | Channel selection |
| Keyword(3) | Reinforcement learning |
| 1st Author's Name | Yuki Kishimoto |
| 1st Author's Affiliation | Graduate School of Ibaraki University(Ibaraki Univ.) |
| 2nd Author's Name | Xiaoyan Wang |
| 2nd Author's Affiliation | Graduate School of Ibaraki University(Ibaraki Univ.) |
| 3rd Author's Name | Masahiro Umehira |
| 3rd Author's Affiliation | Graduate School of Ibaraki University(Ibaraki Univ.) |
| Date | 2020-03-05 |
| Paper # | SR2019-124 |
| Volume (vol) | vol.119 |
| Number (no) | SR-449 |
| Page | pp.pp.65-70(SR), |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (SR) |