Presentation | 2019-03-14 Verification of Anomaly Detection Method for Digital Input-Output Signals Masahiko Shibata, Daiki Nakahara, Satoshi Mii, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | When trouble occurs at production lines, it is required to locate the cause quickly. The authors have proposed a method of machine learning of only normal patterns of digital input-output signals by Time Delay Neural Network and automatic detection of anomalous signal changes that occur when trouble occurs. In this paper, we report the verification results of the proposed method for the equipment operating on the actual production lines. By verification, cases where the proposed method can be applied have been clarified. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Factory Automation(FA) / Anomaly Detection / Time Delay Neural Network / Bit Signal |
Paper # | MSS2018-90 |
Date of Issue | 2019-03-07 (MSS) |
Conference Information | |
Committee | NLP / MSS |
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Conference Date | 2019/3/14(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Bunkyo Camp., Univ. of Fukui |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | SICE-DES, IEICE-MSS, IEICE-NLP, Work In Progress, and etc. |
Chair | Norikazu Takahashi(Okayama Univ.) / Morikazu Nakamura(Univ. of Ryukyus) |
Vice Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Shigemasa Takai(Osaka Univ.) |
Secretary | Hiroaki Kurokawa(Hiroshima Inst. of Tech.) / Shigemasa Takai(Nippon Inst. of Tech.) |
Assistant | Masayuki Kimura(Kyoto Univ.) / Yutaka Shimada(Saitama Univ.) / Hideki Kinjo(Okinawa Univ.) |
Paper Information | |
Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Mathematical Systems Science and its applications |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Verification of Anomaly Detection Method for Digital Input-Output Signals |
Sub Title (in English) | |
Keyword(1) | Factory Automation(FA) |
Keyword(2) | Anomaly Detection |
Keyword(3) | Time Delay Neural Network |
Keyword(4) | Bit Signal |
1st Author's Name | Masahiko Shibata |
1st Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
2nd Author's Name | Daiki Nakahara |
2nd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
3rd Author's Name | Satoshi Mii |
3rd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
Date | 2019-03-14 |
Paper # | MSS2018-90 |
Volume (vol) | vol.118 |
Number (no) | MSS-499 |
Page | pp.pp.51-55(MSS), |
#Pages | 5 |
Date of Issue | 2019-03-07 (MSS) |