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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) 
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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
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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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Conference Information
Committee NS IN  
Conference Date 2014-03-06 - 2014-03-07 
Place (in Japanese) (See Japanese page) 
Place (in English) Miyazaki Seagia 
Topics (in Japanese) (See Japanese page) 
Topics (in English) General 
Paper Information
Registration To NS 
Conference Code 2014-03-NS-IN 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (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)
2nd Author's Name Takuji Tachibana  
2nd Author's Affiliation University of Fukui (Univ. of Fukui)
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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
Date of Issue 2014-02-27 (NS) 


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