| Presentation | 2015-09-01 Evaluation of Router Power Reduction By Processing Speed Control Utilizing Support Vector Machines Hiroshi Kawase, Yojiro Mori, Hiroshi Hasegawa, Ken-ichi Sato, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | router / dynamic performance control / power saving / machine learning |
| Paper # | PN2015-16 |
| Date of Issue | 2015-08-24 (PN) |
| Conference Information | |
| Committee | PN |
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| Conference Date | 2015/8/31(2days) |
| 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 |
| Chair | Eiji Oki(Univ. of Electro-Comm.) |
| Vice Chair | Hiroshi Hasegawa(Nagoya Univ.) / Takehiro Tsuritani(KDDI Labs.) / Haruki Ogoshi(Furukawa Electric) |
| Secretary | Hiroshi Hasegawa(NICT) / Takehiro Tsuritani(Osaka Univ.) / Haruki Ogoshi |
| Assistant | Masahiro Nakagawa(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Photonic Network |
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| Language | JPN |
| 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 |
| 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.) |
| Date | 2015-09-01 |
| Paper # | PN2015-16 |
| Volume (vol) | vol.115 |
| Number (no) | PN-204 |
| Page | pp.pp.31-35(PN), |
| #Pages | 5 |
| Date of Issue | 2015-08-24 (PN) |