Paper Abstract and Keywords |
Presentation |
2011-03-03 10:00
Machine Learning Based Power Management for WWW Server Clusters Takehito Hirota, Satoru Ohta (Toyama Pref. Univ.) IN2010-177 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The WWW (World Wide Web) service is often provided by a server cluster, which consists of multiple server computers. It is significant to save power consumed in a server cluster from the viewpoint of operational expenditure as well as the global environment. The power of a cluster is saved by measuring the load on the server and operating as few computers as possible. For this operation, it is necessary to measure several load metrics and decide the required number of server computers, with considering the relationship among the metrics. As a method of deciding the number of server computers, this paper proposes a scheme based on the machine learning technique. The paper first presents how the technique is applied to the decision of the computer number. Then, the implementation is presented. The effectiveness of the scheme is confirmed through experiments. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
machine learning / server cluster / power management / traffic / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 449, IN2010-177, pp. 199-204, March 2011. |
Paper # |
IN2010-177 |
Date of Issue |
2011-02-24 (IN) |
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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IN2010-177 |
Conference Information |
Committee |
IN NS |
Conference Date |
2011-03-03 - 2011-03-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Okinawa Convention Center |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General, NS+IN workshop (March 3-4) |
Paper Information |
Registration To |
IN |
Conference Code |
2011-03-IN-NS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Machine Learning Based Power Management for WWW Server Clusters |
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machine learning |
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server cluster |
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power management |
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traffic |
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1st Author's Name |
Takehito Hirota |
1st Author's Affiliation |
Toyama Prefectural University (Toyama Pref. Univ.) |
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Satoru Ohta |
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Toyama Prefectural University (Toyama Pref. Univ.) |
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Speaker |
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Date Time |
2011-03-03 10:00:00 |
Presentation Time |
20 minutes |
Registration for |
IN |
Paper # |
IN2010-177 |
Volume (vol) |
vol.110 |
Number (no) |
no.449 |
Page |
pp.199-204 |
#Pages |
6 |
Date of Issue |
2011-02-24 (IN) |
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