| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2015-03-02 10:10 Temperature prediction for energy optimization in data centers by machine learning approaches Kazuyuki Hashimoto, Yuya Tarutani, Go Hasegawa (Osaka Univ.), Kazuhiro Matsuda, Takumi Tamura (NTT-AT), Yutaka Nakamura, Morito Matsuoka (Osaka Univ.)  NS2014-191 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this report, we propose a temperature prediction method for energy optimization in data centers by machine learning approaches. In the proposed method, we acquire operating data of data center such as air conditioners’setting, server powers, and values of temperature sensors. We then construct regression equations for estimating temperature distributions at several minutes future by machine learning approaches. We evaluate the proposed method by using collected data from actual operating data center in terms of precision and accuracy of the regression equations and calculation time required for learning and estimation. Evaluation results show that we can estimate the temperature distribution at 10 minutes future after changing the operational parameters with 0.095 degree C of accuracy and 0.107 degree C of precision. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Data center / Power consumption reduction / Temperature prediction / Machine learning / Air conditioner / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 477, NS2014-191, pp. 87-92, March 2015. | |
| Paper # | NS2014-191 | |
| Date of Issue | 2015-02-23 (NS) | |
| 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 | NS2014-191 |
|
| Conference Information | |
| Committee | NS IN |
| Conference Date | 2015-03-02 - 2015-03-03 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Convention Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Paper Information | |
| Registration To | NS |
| Conference Code | 2015-03-NS-IN |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Temperature prediction for energy optimization in data centers by machine learning approaches |
| Sub Title (in English) | |
| Keyword(1) | Data center |
| Keyword(2) | Power consumption reduction |
| Keyword(3) | Temperature prediction |
| Keyword(4) | Machine learning |
| Keyword(5) | Air conditioner |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Kazuyuki Hashimoto |
| 1st Author's Affiliation | Osaka Univercity (Osaka Univ.) |
| 2nd Author's Name | Yuya Tarutani |
| 2nd Author's Affiliation | Osaka Univercity (Osaka Univ.) |
| 3rd Author's Name | Go Hasegawa |
| 3rd Author's Affiliation | Osaka Univercity (Osaka Univ.) |
| 4th Author's Name | Kazuhiro Matsuda |
| 4th Author's Affiliation | NTT Advanced Technology Corporation (NTT-AT) |
| 5th Author's Name | Takumi Tamura |
| 5th Author's Affiliation | NTT Advanced Technology Corporation (NTT-AT) |
| 6th Author's Name | Yutaka Nakamura |
| 6th Author's Affiliation | Osaka Univercity (Osaka Univ.) |
| 7th Author's Name | Morito Matsuoka |
| 7th Author's Affiliation | Osaka Univercity (Osaka Univ.) |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2015-03-02 10:10:00 |
| Presentation Time | 20 minutes |
| Registration for | NS |
| Paper # | NS2014-191 |
| Volume (vol) | vol.114 |
| Number (no) | no.477 |
| Page | pp.87-92 |
| #Pages | 6 |
| Date of Issue | 2015-02-23 (NS) |
[Return to Top Page]