Paper Abstract and Keywords |
Presentation |
2017-07-14 10:50
A packet routing method using Learning Ability for Load Balancing Hiroki Sawade, Takayuki Kimura (Nippon Inst. of Tech.) NLP2017-41 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The number of Internet users continues to increase and the packet congestion frequently occurs in the communication network.
The packet congestion makes a delay or loss of the packets.
A commonly used method transmits a packet from source nodes to destination nodes by the shortest path information.
However, the shortest path method has a serious problem; the packets are congested at hun nodes.
To avoid this undesirable problem, we propose a packet routing method using reinforcement learning for load balancing in this paper.
This method evaluates routes for packets using the distance information from the source nodes to the destination nodes and the packet distribution information at the neighbor nodes.
In addition, the priority between these informations is determined using a reinforcement learning rule.
We then evaluate the performance of each method using situation in which the number of packets dynamically changes.
From the results of numerical experiments, the proposed method realizes efficient routings for the computer networks compared with the shortest hop method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Packet routing / Computer network / Optimization / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 121, NLP2017-41, pp. 73-78, July 2017. |
Paper # |
NLP2017-41 |
Date of Issue |
2017-07-06 (NLP) |
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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NLP2017-41 |
Conference Information |
Committee |
NLP |
Conference Date |
2017-07-13 - 2017-07-14 |
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(See Japanese page) |
Place (in English) |
Miyako Island Marine Terminal |
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etc. |
Paper Information |
Registration To |
NLP |
Conference Code |
2017-07-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
A packet routing method using Learning Ability for Load Balancing |
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Packet routing |
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Computer network |
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Optimization |
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1st Author's Name |
Hiroki Sawade |
1st Author's Affiliation |
Nippon Institute of Technology (Nippon Inst. of Tech.) |
2nd Author's Name |
Takayuki Kimura |
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Nippon Institute of Technology (Nippon Inst. of Tech.) |
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Speaker |
Author-1 |
Date Time |
2017-07-14 10:50:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2017-41 |
Volume (vol) |
vol.117 |
Number (no) |
no.121 |
Page |
pp.73-78 |
#Pages |
6 |
Date of Issue |
2017-07-06 (NLP) |
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