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Research on Model-less Diagnosis of Discrete Event Systems

Research Project

Project/Area Number 25330011
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Theory of informatics
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

Hiraishi Kunihiko  北陸先端科学技術大学院大学, 情報科学研究科, 教授 (40251970)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords離散事象システム / 故障診断 / 異常検知 / イベントログ / Nグラムモデル / 分散システム / 異常検出 / 時系列データ
Outline of Final Research Achievements

Model-base diagnosis is an existing technique for diagnosis of discrete event systems, but it is hard to be applied to large concurrent systems due to state space explosion. In this research, we have developed a new diagnosis method for discrete event systems, called model-less diagnosis, that does not use any system models. The proposed method consists of two phases: (i)learning probabilistic models that approximate system behavior from given system logs under various situations (learning phase), and (ii) computing characteristic values of event sequences based on the probabilistic model in the normal situation and identifying system failures using the characteristic values. Effectiveness of the method is validated using computer simulation and real data,

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (14 results)

All 2016 2015 2014 2013

All Journal Article (8 results) (of which Peer Reviewed: 7 results,  Acknowledgement Compliant: 4 results) Presentation (6 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Spatio-Temporal Situation Recognition for Groups in Caregiving Services2016

    • Author(s)
      K. Hiraishi, K. Sato, K. Kobayashi
    • Journal Title

      Proc. 2015 IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support

      Volume: 1 Pages: 78-82

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Diagnosis of Stochastic Discrete Event Systems Based on N-Gram Models with Wildcard Characters2016

    • Author(s)
      K. Hiraishi, K. Kobayashi
    • Journal Title

      IEICE Trans. Fundamentals

      Volume: E99-A:2 Pages: 462-467

    • NAID

      130005121533

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Situation Recognition from Behavior Logs in Caregiving Services2015

    • Author(s)
      K. Sato, K. Kobayashi, K,Hiraishi
    • Journal Title

      Proc. 30th International Technical Conference on Circuits/Systems, Computers and Communications

      Volume: 1 Pages: 721-724

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Diagnosis of Stochastic Discrete Event Systems Based on N-gram Models2015

    • Author(s)
      Miwa YOSHIMOTO, Koichi KOBAYASHI, Kunihiko HIRAISHI
    • Journal Title

      IEICE Trans Fundamentals

      Volume: E98-A Pages: 618-625

    • NAID

      130004770951

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Detection of Unusual Human Activities Based on Behavior Modeling2014

    • Author(s)
      Kunihiko Hiraishi, Koichi Kobayashi
    • Journal Title

      Proc. of the 12th IFAC International Workshop on Discrete Event Systems

      Volume: 1 Pages: 182-187

    • NAID

      120006675894

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Behavior Modeling in Physical and Adaptive Intelligent Services2014

    • Author(s)
      Kunihiko Hiraishi, Koichi Kobayashi, Sunseong Choe, Naoshi Uchihira
    • Journal Title

      Proc. IEEE CogSIMA2014

      Volume: 1 Pages: 221-226

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Diagnosis of Stochastic Discrete Event Systems Based on N-gram Models with Wildcard Characters2013

    • Author(s)
      Kunihiko Hiraishi, Miwa Yoshimoto, Koichi Kobayashi
    • Journal Title

      Proc. IFIP/IEEE IM2013 Workshop DANMS2013

      Volume: 1 Pages: 1383-1388

    • NAID

      130005121533

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] イベントログに基づいた行動型サービスの分析2013

    • Author(s)
      甚田貴徳, 青戸渉, 崔舜星, 小林孝一, 平石邦彦, 内平直志
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 113-121 Pages: 1-8

    • Related Report
      2013 Research-status Report
  • [Presentation] Spatio-Temporal Situation Recognition for Groups in Caregiving Services2016

    • Author(s)
      K. Hiraishi, K. Sato, K. Kobayashi
    • Organizer
      2015 IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2016-03-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Situation Recognition from Behavior Logs in Caregiving Services2015

    • Author(s)
      K. Sato, K. Kobayashi, K,Hiraishi
    • Organizer
      30th International Technical Conference on Circuits/Systems, Computers and Communications
    • Place of Presentation
      Seoul, Korea
    • Year and Date
      2015-06-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Behavior Modeling in Physical and Adaptive Intelligent Services2014

    • Author(s)
      Kunihiko Hiraishi, Koichi Kobayashi, Sunseong Choe, Naoshi Uchihira
    • Organizer
      IEEE CogSIMA2014
    • Place of Presentation
      San Antonio, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Detection of Unusual Human Activities Based on Behavior Modeling2014

    • Author(s)
      Kunihiko Hiraishi, Koichi Kobayashi
    • Organizer
      12th IFAC/IEEE WODES2014
    • Place of Presentation
      Paris, France
    • Related Report
      2013 Research-status Report
  • [Presentation] Diagnosis of Stochastic Discrete Event Systems Based on N-gram Models with Wildcard Characters2013

    • Author(s)
      Kunihiko Hiraishi, Miwa Yoshimoto, Koichi Kobayashi
    • Organizer
      IFIP/IEEE IM2013 Workshop DANMS2013
    • Place of Presentation
      Ghest, Belgium
    • Related Report
      2013 Research-status Report
  • [Presentation] イベントログに基づいた行動型サービスの分析2013

    • Author(s)
      甚田貴徳, 青戸渉, 崔舜星, 小林孝一, 平石邦彦, 内平直志
    • Organizer
      電子情報通信学会 システム数理と応用研究会(MSS)
    • Place of Presentation
      熊本大学(熊本)
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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