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Establishment of model aimed at implementing the optimum condition monitoring theory for individual users and its application

Research Project

Project/Area Number 15K16301
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research Institution独立行政法人高齢・障害・求職者雇用支援機構職業能力開発総合大学校(能力開発院、基盤整備センター)

Principal Investigator

YOKOYAMA Masahiro  独立行政法人高齢・障害・求職者雇用支援機構職業能力開発総合大学校(能力開発院、基盤整備センター), 能力開発院, 助教 (40735354)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsユーザ個別の最適保全 / 共変量 / 寿命予測 / リスクアセスメント / risk assessment / 累積暴露量モデル / 対数正規分布 / misspecification / ガンマ分布 / Birnbaum-Saunders分布
Outline of Final Research Achievements

Along with the recent development of online condition monitoring technology, real-time observation of covariate which is detailed information on the user side is becoming possible. As a result, optimum preservation of each user is required. This research deals with the cumulative exposure modeling the relationship between deterioration and covariates such as user usage and environment. Then, it is analytically shown that estimation of parameters representing the effect of covariates is approximately possible, even if the type of distribution of unknown cumulative exposure is different from the type of assumed distribution. In addition, its effectiveness was confirmed by simulation. This result broadened the range of application for life estimation of individual products using covariates. In addition, a risk analysis method was also proposed for implementing optimal maintenance for each user.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (3 results)

All 2017 2016 2015

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (2 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] A Study on Estimation of Lifetime Distribution with Covariates Under Misspecification for Baseline Distribution2016

    • Author(s)
      Masahiro Yokoyama
    • Journal Title

      Engineering Letters

      Volume: 24 Pages: 195-201

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Risk Assessment in the Online Condition Monitoring System2017

    • Author(s)
      Masahiro Yokoyama, Shin-ichiro Yokoyama
    • Organizer
      ProMAC2017(The Society of Project Management)
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Study on Estimation of Lifetime Distribution with Covariates Under Misspecification2015

    • Author(s)
      Masahiro Yokoyama
    • Organizer
      International Conference on Systems Engineering and Engineering Management 2015 (WCECS 2015)
    • Place of Presentation
      San Francisco, USA
    • Year and Date
      2015-10-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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