Presentation | 2016-11-04 Realtime Predictive Maintenance with Lambda Architecture Yoji Yamato, Hiroki Kumazaki, Yoshifumi Fukumoto, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Recently, IoT technologies have been progressed and applications of maintenance area are expected. However, IoT maintenance applications are not spread in Japan yet because of insufficient analysis of real time situation, high cost to collect sensing data and to configure failure detection rules. In this paper, using lambda architecture concept, we propose a maintenance platform in which edge nodes analyze sensing data, detect anomaly, extract a new detection rule in real time and a cloud orders maintenance automatically, also analyzes whole data collected by batch process in detail, updates learning model of edge nodes to improve analysis accuracy. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Jubatus / Predictive Maintenance / IoT / Lambda Architecture / Cloud Computing / Industrie 4.0 |
Paper # | SC2016-28 |
Date of Issue | 2016-10-28 (SC) |
Conference Information | |
Committee | SC |
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Conference Date | 2016/11/4(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Takigawa Memorial Hall, Kobe Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Analysis and Synthesis of Service Design, etc. |
Chair | Incheon Paik(Univ. of Aizu) |
Vice Chair | Masahide Nakamura(Kobe Univ.) |
Secretary | Masahide Nakamura(NICT) |
Assistant |
Paper Information | |
Registration To | Technical Committee on Service Computing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Realtime Predictive Maintenance with Lambda Architecture |
Sub Title (in English) | |
Keyword(1) | Jubatus |
Keyword(2) | Predictive Maintenance |
Keyword(3) | IoT |
Keyword(4) | Lambda Architecture |
Keyword(5) | Cloud Computing |
Keyword(6) | Industrie 4.0 |
1st Author's Name | Yoji Yamato |
1st Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
2nd Author's Name | Hiroki Kumazaki |
2nd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
3rd Author's Name | Yoshifumi Fukumoto |
3rd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
Date | 2016-11-04 |
Paper # | SC2016-28 |
Volume (vol) | vol.116 |
Number (no) | SC-287 |
Page | pp.pp.49-52(SC), |
#Pages | 4 |
Date of Issue | 2016-10-28 (SC) |