| Presentation | 2020-03-05 Resource Allocation Based on Multi-Armed Bandits for Dynamic Spectrum Access System Amr Amrallah, Ehab Mahmoud Mohamed, Gia Khanh Tran, Kei Sakaguchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The Dynamic Spectrum Access (DSA) system is considered an effective solution for the spectrum scarcity problem since it gives an opportunity for Secondary Users (SUs) to share Primary Users (PUs) spectrum resources. Therefore, in order to build an effective DSA system, there are two main constraints: firstly, SUs should not cause any harmful interference to the PUs. Secondly, the DSA system should make interference coordination among SUs. In this paper, a Multi-Armed Bandits (MABs) learning algorithm is used to optimize the DSA system to enhance the whole system performance. Using simulation, results show that the MABs algorithm could learn the environment and achieved the maximum allowed average data rate while keeping an eye on the interference threshold with PUs and other SUs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dynamic Spectrum Access / Multi-armed Bandits / interference / data rate / optimization |
| Paper # | SR2019-127 |
| 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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Resource Allocation Based on Multi-Armed Bandits for Dynamic Spectrum Access System |
| Sub Title (in English) | |
| Keyword(1) | Dynamic Spectrum Access |
| Keyword(2) | Multi-armed Bandits |
| Keyword(3) | interference |
| Keyword(4) | data rate |
| Keyword(5) | optimization |
| 1st Author's Name | Amr Amrallah |
| 1st Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 2nd Author's Name | Ehab Mahmoud Mohamed |
| 2nd Author's Affiliation | Aswan University(Aswan Univ.) |
| 3rd Author's Name | Gia Khanh Tran |
| 3rd Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 4th Author's Name | Kei Sakaguchi |
| 4th Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| Date | 2020-03-05 |
| Paper # | SR2019-127 |
| Volume (vol) | vol.119 |
| Number (no) | SR-449 |
| Page | pp.pp.87-92(SR), |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (SR) |