| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2022-01-21 09:40 [Short Paper] Study of ACK-Less Rate Adaptation for IEEE 802.11bc Using Deep Reinforcement Learning Takamochi Kanda (Kyoto Univ.), Yusuke Koda (Univ. of Oulu), Yuto Kihira, Koji Yamamoto (Kyoto Univ.), Takayuki Nishio (Kyoto Univ./Tokyo Tech.)  SeMI2021-74 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper introduces an ACK-less rate adaptation to locational variation of recipient stations (STAs) for broadcast wireless local area networks (WLANs). It is basically challenging in broadcast WLANs to adapt transmit rate to locational variation in recipient STAs owing to the lack of acknowledgement (ACK) mechanisms from STAs. Our key idea is that the broadcast access point (AP) control the rate based on received signal strength (RSS) of uplink frames transmitted by a partial recipient STAs to non-broadcast APs. Hence, by exploiting the RSS of the uplink frames, the broadcast AP can learn the statistics of the performance, thereby performing the ACK-less adaptation to the various STA deployments. For learning the statistics, we apply deep reinforcement learning. Simulations confirm that learning the expected value of the indicator enables the broadcast AP to alleviate the reception failures while keeping the transmit rate higher. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | IEEE 802.11bc / broadcast WLAN / deep reinforcement learning / rate control / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 121, no. 333, SeMI2021-74, pp. 86-88, Jan. 2022. | |
| Paper # | SeMI2021-74 | |
| Date of Issue | 2022-01-13 (SeMI) | |
| 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 | SeMI2021-74 |
|
| Conference Information | |
| Committee | SeMI |
| Conference Date | 2022-01-20 - 2022-01-21 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | SeMI |
| Conference Code | 2022-01-SeMI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Study of ACK-Less Rate Adaptation for IEEE 802.11bc Using Deep Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | IEEE 802.11bc |
| Keyword(2) | broadcast WLAN |
| Keyword(3) | deep reinforcement learning |
| Keyword(4) | rate control |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Takamochi Kanda |
| 1st Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 2nd Author's Name | Yusuke Koda |
| 2nd Author's Affiliation | University of Oulu (Univ. of Oulu) |
| 3rd Author's Name | Yuto Kihira |
| 3rd Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 4th Author's Name | Koji Yamamoto |
| 4th Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 5th Author's Name | Takayuki Nishio |
| 5th Author's Affiliation | Kyoto University/Tokyo Institute of Technology (Kyoto Univ./Tokyo Tech.) |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2022-01-21 09:40:00 |
| Presentation Time | 10 minutes |
| Registration for | SeMI |
| Paper # | SeMI2021-74 |
| Volume (vol) | vol.121 |
| Number (no) | no.333 |
| Page | pp.86-88 |
| #Pages | 3 |
| Date of Issue | 2022-01-13 (SeMI) |
[Return to Top Page]