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| Presentation | 2017-01-19 13:50 A Reinforcement Learning-based Data Storage Scheme for VANETs Celimuge Wu, Tsutomu Yoshinaga (UEC), Yusheng Ji (NII)  CQ2016-92 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Vehicular ad hoc networks (VANETs) have been attracting interest for their potential roles in intelligent transport systems (ITS). In order to enable distributed ITS, there is a need to maintain some information in the vehicular networks without the support of any infrastructure such as road side units. In this paper, we propose a protocol which can store the data in VANETs by transferring data to a new carrier (vehicle) before the current data carrier is moving out of a specified region. For the next data carrier node selection, the protocol employs fuzzy logic to evaluate instant reward by taking into account multiple metrics specifically throughput, vehicle velocity, and bandwidth efficiency. In addition, a reinforcement learning-based algorithm is used to consider the future reward of a decision. We use computer simulations to evaluate the proposed protocol. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | / / / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 403, CQ2016-92, pp. 13-18, Jan. 2017. | |
| Paper # | CQ2016-92 | |
| Date of Issue | 2017-01-12 (CQ) | |
| ISSN | Print edition: ISSN 0913-5685 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 | CQ2016-92 |
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| Conference Information | |
| Committee | CQ |
| Conference Date | 2017-01-19 - 2017-01-20 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka University Nakanoshima Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | CQ |
| Conference Code | 2017-01-CQ |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Reinforcement Learning-based Data Storage Scheme for VANETs |
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| 1st Author's Name | Celimuge Wu |
| 1st Author's Affiliation | The University of Electro-Communications (UEC) |
| 2nd Author's Name | Tsutomu Yoshinaga |
| 2nd Author's Affiliation | The University of Electro-Communications (UEC) |
| 3rd Author's Name | Yusheng Ji |
| 3rd Author's Affiliation | National Institute of Informatics (NII) |
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| Speaker | Author-1 |
| Date Time | 2017-01-19 13:50:00 |
| Presentation Time | 25 minutes |
| Registration for | CQ |
| Paper # | CQ2016-92 |
| Volume (vol) | vol.116 |
| Number (no) | no.403 |
| Page | pp.13-18 |
| #Pages | 6 |
| Date of Issue | 2017-01-12 (CQ) |
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