Paper Abstract and Keywords |
Presentation |
2014-03-06 11:20
Distributed Reinforcement Learning for Priority-based Data Transmission in Delay Tolerant Networks Shin'ichiro Murata, Takuji Tachibana (Univ. of Fukui) NS2013-191 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In Fukui prefecture, in order to revitalize regional communities, regional information and event information are distributed to
local residents and visitors. It is expected that such an information distribution can enhance regional activation.
Therefore, we consider the utilization of delay tolerant network technology to distribute such as information to passengers who are in an urban area. Especially in this paper, in order to distribute high priority data and low priority data, we propose a method based on distributed reinforcement learning, which is implemented in user's mobile terminal. In this method, a map is divided into segments, and each agent learns the optimal action in each segment. By using the proposed method, each user can distribute high priority data more aggressively than low priority data in a particular area. Moreover, by utilizing the past information, high priority data and low priority data are transmitted effectively in the particular area.
We evaluate the performance of the proposed method with simulation. In numerical examples, we investigate the effectiveness of our proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
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Reference Info. |
IEICE Tech. Rep., vol. 113, no. 472, NS2013-191, pp. 85-90, March 2014. |
Paper # |
NS2013-191 |
Date of Issue |
2014-02-27 (NS) |
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) |
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NS2013-191 |
Conference Information |
Committee |
NS IN |
Conference Date |
2014-03-06 - 2014-03-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Miyazaki Seagia |
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(See Japanese page) |
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General |
Paper Information |
Registration To |
NS |
Conference Code |
2014-03-NS-IN |
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Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Distributed Reinforcement Learning for Priority-based Data Transmission in Delay Tolerant Networks |
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1st Author's Name |
Shin'ichiro Murata |
1st Author's Affiliation |
University of Fukui (Univ. of Fukui) |
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Takuji Tachibana |
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University of Fukui (Univ. of Fukui) |
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Speaker |
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Date Time |
2014-03-06 11:20:00 |
Presentation Time |
20 minutes |
Registration for |
NS |
Paper # |
NS2013-191 |
Volume (vol) |
vol.113 |
Number (no) |
no.472 |
Page |
pp.85-90 |
#Pages |
6 |
Date of Issue |
2014-02-27 (NS) |
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