| Presentation | 2011-03-03 Machine Learning Based Power Management for WWW Server Clusters Takehito HIROTA, Satoru OHTA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | machine learning / server cluster / power management / traffic |
| Paper # | IN2010-177 |
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| Conference Information | |
| Committee | IN |
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| Conference Date | 2011/2/24(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Information Networks (IN) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Machine Learning Based Power Management for WWW Server Clusters |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | server cluster |
| Keyword(3) | power management |
| Keyword(4) | traffic |
| 1st Author's Name | Takehito HIROTA |
| 1st Author's Affiliation | Faculty of Engineering, Toyama Prefectural University() |
| 2nd Author's Name | Satoru OHTA |
| 2nd Author's Affiliation | Faculty of Engineering, Toyama Prefectural University |
| Date | 2011-03-03 |
| Paper # | IN2010-177 |
| Volume (vol) | vol.110 |
| Number (no) | 449 |
| Page | pp.pp.- |
| #Pages | 6 |
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