Presentation | 2023-01-27 Transmission channel selection scheme with multi-armed bandit algorithm for IEEE 802.11be wireless LAN Kazuto Yano, Keiichiro Mori, Babatunde Ojetunde, Takashi Imanaka, Mai Ohta, Makoto Taromaru, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In order to realize efficient spectrum sharing among CSMA/CA and non-CSMA/CA wireless systems, the authors have proposed a transmission channel selection scheme based on multi-armed bandit algorithm applicable to IEEE 802.11be wireless LAN. In the proposed scheme, reward is calculated by taking account for the IDLE duration after frame transmission, the transmission delay and the payload length of the transmitted frame in order to balance spectral efficiency, transmission delay and throughput. This paper compares the transmission performance of the proposed scheme with different exploration-exploitation strategies ($epsilon$-greedy algorithm and UCB1 algorithm) through system-level simulation assuming multiple BSSs with the proposed scheme. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | wireless LAN / IEEE 802.11be / multi-armed bandit algorithm / transmit channel selection / spectrum sharing |
Paper # | SR2022-78 |
Date of Issue | 2023-01-19 (SR) |
Conference Information | |
Committee | SR |
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Conference Date | 2023/1/26(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Takanawa Campus, Tokai Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Cognitive Radio, Spectrum Management, Heterogeneous Network, SDN, Machine Learning Application, etc. |
Chair | Suguru Kameda(Hiroshima Univ.) |
Vice Chair | Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Kazuto Yano(ATR) |
Secretary | Osamu Takyu(Mie Univ.) / Kentaro Ishidu(Tokai Univ.) / Kazuto Yano(NTT) |
Assistant | Taichi Ohtsuji(NEC) / WANG Xiaoyan(Ibaraki Univ.) / Akemi Tanaka(MathWorks) / Katsuya Suto(Univ. of Electro-Comm) |
Paper Information | |
Registration To | Technical Committee on Smart Radio |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Transmission channel selection scheme with multi-armed bandit algorithm for IEEE 802.11be wireless LAN |
Sub Title (in English) | |
Keyword(1) | wireless LAN |
Keyword(2) | IEEE 802.11be |
Keyword(3) | multi-armed bandit algorithm |
Keyword(4) | transmit channel selection |
Keyword(5) | spectrum sharing |
1st Author's Name | Kazuto Yano |
1st Author's Affiliation | Advanced Telecommunications Research Institute International(ATR) |
2nd Author's Name | Keiichiro Mori |
2nd Author's Affiliation | Advanced Telecommunications Research Institute International(ATR) |
3rd Author's Name | Babatunde Ojetunde |
3rd Author's Affiliation | Advanced Telecommunications Research Institute International(ATR) |
4th Author's Name | Takashi Imanaka |
4th Author's Affiliation | Fukuoka Umiversity(Fukuoka Univ.) |
5th Author's Name | Mai Ohta |
5th Author's Affiliation | Fukuoka Umiversity(Fukuoka Univ.) |
6th Author's Name | Makoto Taromaru |
6th Author's Affiliation | Fukuoka Umiversity(Fukuoka Univ.) |
Date | 2023-01-27 |
Paper # | SR2022-78 |
Volume (vol) | vol.122 |
Number (no) | SR-364 |
Page | pp.pp.35-42(SR), |
#Pages | 8 |
Date of Issue | 2023-01-19 (SR) |