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Paper Abstract and Keywords
Presentation 2015-09-01 09:00
Evaluation of Router Power Reduction By Processing Speed Control Utilizing Support Vector Machines
Hiroshi Kawase, Yojiro Mori, Hiroshi Hasegawa, Ken-ichi Sato (Nagoya Univ.) PN2015-16
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we propose a novel router performance control method for realizing power consumption reduction. The proposed method utilizes a machine learning technique, Support Vector Machine, which utilizes traffic normalization with a corresponding performance threshold that enables unified control. This formulation achieves fast adaptability to changing traffic characteristics. Numerical experiments using several real Internet traffic data sets elucidate that the energy efficiency attained by the proposed method is improved from that by the previous method based on frequency decomposition. Moreover, we evaluate the effect of several key parameters such as traffic measurement interval and the number of packet processing engines, and clarify the proper parameter values that can yield significant power reduction while preventing packet loss.
Keyword (in Japanese) (See Japanese page) 
(in English) router / dynamic performance control / power saving / machine learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 115, no. 204, PN2015-16, pp. 31-35, Aug. 2015.
Paper # PN2015-16 
Date of Issue 2015-08-24 (PN) 
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 PN2015-16

Conference Information
Committee PN  
Conference Date 2015-08-31 - 2015-09-01 
Place (in Japanese) (See Japanese page) 
Place (in English) Asahidake Manseikaku Hotel Bearmonte 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Photonic network technologies 
Paper Information
Registration To PN 
Conference Code 2015-08-PN 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Evaluation of Router Power Reduction By Processing Speed Control Utilizing Support Vector Machines 
Sub Title (in English)  
Keyword(1) router  
Keyword(2) dynamic performance control  
Keyword(3) power saving  
Keyword(4) machine learning  
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1st Author's Name Hiroshi Kawase  
1st Author's Affiliation Nagoya University (Nagoya Univ.)
2nd Author's Name Yojiro Mori  
2nd Author's Affiliation Nagoya University (Nagoya Univ.)
3rd Author's Name Hiroshi Hasegawa  
3rd Author's Affiliation Nagoya University (Nagoya Univ.)
4th Author's Name Ken-ichi Sato  
4th Author's Affiliation Nagoya University (Nagoya Univ.)
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Speaker Author-1 
Date Time 2015-09-01 09:00:00 
Presentation Time 25 minutes 
Registration for PN 
Paper # PN2015-16 
Volume (vol) vol.115 
Number (no) no.204 
Page pp.31-35 
#Pages 5 
Date of Issue 2015-08-24 (PN) 

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