| Paper Abstract and Keywords |
| Presentation |
2026-01-30 11:35
Implementation of an Energy-Efficient Method for Bluetooth Low Energy Using Multi-Armed Bandits and Investigation on Its Selection Parameters Yuichiro Mitsui, Reona Nomura (Tokyo Univ. of Science), Hiroyuki Yasuda (The Univ. of Tokyo), Ryosuke Isogai, Yoshifumi Yoshida (Seiko Future Creation), Jin Nakazato (Tokyo Univ. of Science), Maki Arai (Shibaura Institute of Technology), Mikio Hasegawa (Tokyo Univ. of Science) NLP2025-120 MBE2025-60 NC2025-82 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
With the widespread adoption of IoT, Bluetooth has been integrated into numerous devices, and Bluetooth Low Energy (BLE) was introduced to achieve low power consumption. Many BLE-equipped devices are small and battery-powered, requiring long operating times, which further emphasizes the need for energy efficiency. Previous studies applied multi-armed bandit methods to control advertising intervals and employ channel masking, achieving power-efficient communication while maintaining reliability. However, using all combinations of advertising intervals and channel selections as arms resulted in many options, causing prolonged exploration and delaying the selection of the optimal arm. During this period, communication reliability may decline and additional power may be consumed. To address this, we propose treating advertising intervals and channel selections as separate arms, which reduced learning convergence time by up to 85% compared to previous methods. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Bluetooth Low Energy / Multi-Armed Bandit / Channel Selection / Low-Power-Consumption Protocol / Reinforcement Learning / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 344, NLP2025-120, pp. 164-169, Jan. 2026. |
| Paper # |
NLP2025-120 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NLP2025-120 MBE2025-60 NC2025-82 |
| Conference Information |
| Committee |
NC MBE NLP IEE-MBE |
| Conference Date |
2026-01-28 - 2026-01-30 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Institute of Technology, Wakamatsu Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, NLP, ME, etc. |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2026-01-NC-MBE-NLP-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Implementation of an Energy-Efficient Method for Bluetooth Low Energy Using Multi-Armed Bandits and Investigation on Its Selection Parameters |
| Sub Title (in English) |
|
| Keyword(1) |
Bluetooth Low Energy |
| Keyword(2) |
Multi-Armed Bandit |
| Keyword(3) |
Channel Selection |
| Keyword(4) |
Low-Power-Consumption Protocol |
| Keyword(5) |
Reinforcement Learning |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yuichiro Mitsui |
| 1st Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
| 2nd Author's Name |
Reona Nomura |
| 2nd Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
| 3rd Author's Name |
Hiroyuki Yasuda |
| 3rd Author's Affiliation |
The University of Tokyo (The Univ. of Tokyo) |
| 4th Author's Name |
Ryosuke Isogai |
| 4th Author's Affiliation |
Seiko Future Creation Inc. (Seiko Future Creation) |
| 5th Author's Name |
Yoshifumi Yoshida |
| 5th Author's Affiliation |
Seiko Future Creation Inc. (Seiko Future Creation) |
| 6th Author's Name |
Jin Nakazato |
| 6th Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
| 7th Author's Name |
Maki Arai |
| 7th Author's Affiliation |
Shibaura Institute of Technology (Shibaura Institute of Technology) |
| 8th Author's Name |
Mikio Hasegawa |
| 8th Author's Affiliation |
Tokyo University of Science (Tokyo Univ. of Science) |
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| Speaker |
Author-1 |
| Date Time |
2026-01-30 11:35:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2025-120, MBE2025-60, NC2025-82 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.344(NLP), no.345(MBE), no.346(NC) |
| Page |
pp.164-169 |
| #Pages |
6 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |