Paper Abstract and Keywords |
Presentation |
2021-03-05 10:10
Routing Design Method using Deep Learning for Congestion Control in Backbone Network Makoto Ito, Taiju Mikoshi (Nihon Univ.) NS2020-146 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We have been propose a routing design method using deep neural network for guaranteed bandwidth services. The proposed method is possible to design a congestion-controlled path between the source node to the destination node by inputting the source node IDs, the destination node IDs and required bandwidth in the learning model.On the other hand, the conventional evaluation has been use the evaluation topology of the uniform link capacity, and it is not assumed of the actual network.This study verify the effectiveness of the proposed method in the topology assuming the backbone network, and examine the proposed method of stable operation from the viewpoint of path estimation success rate and congestion control. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Guaranteed Bandwidth Service / Congestion Control / Path Planning / Deep Learning / Ensemble Learning / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 413, NS2020-146, pp. 137-142, March 2021. |
Paper # |
NS2020-146 |
Date of Issue |
2021-02-25 (NS) |
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) |
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NS2020-146 |
Conference Information |
Committee |
IN NS |
Conference Date |
2021-03-04 - 2021-03-05 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
NS |
Conference Code |
2021-03-IN-NS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Routing Design Method using Deep Learning for Congestion Control in Backbone Network |
Sub Title (in English) |
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Guaranteed Bandwidth Service |
Keyword(2) |
Congestion Control |
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Path Planning |
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Deep Learning |
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Ensemble Learning |
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1st Author's Name |
Makoto Ito |
1st Author's Affiliation |
Nihon University (Nihon Univ.) |
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Taiju Mikoshi |
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Nihon University (Nihon Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-03-05 10:10:00 |
Presentation Time |
20 minutes |
Registration for |
NS |
Paper # |
NS2020-146 |
Volume (vol) |
vol.120 |
Number (no) |
no.413 |
Page |
pp.137-142 |
#Pages |
6 |
Date of Issue |
2021-02-25 (NS) |
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