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Dynamic maintenance plan for systems with online condition monitoring

Research Project

Project/Area Number 17K01290
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionThe University of Electro-Communications

Principal Investigator

Jin Lu  電気通信大学, 大学院情報理工学研究科, 准教授 (00436734)

Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2021: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2020: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords保全計画 / 最適化 / 意思決定 / マルコフ決定過程 / 確率過程 / 状態監視保全 / 信頼性 / 保全性 / 最適保全方策 / 安全性 / 動的保全計画 / 動的な保全計画
Outline of Final Research Achievements

This research aims to propose an optimal dynamic maintenance policy based on online monitoring information related to system deterioration and other factors that may affect the system deterioration. Firstly, this research formulated the system deterioration affected by various factors using a stochastic process and constructed a decision-making model to optimize the condition-based maintenance policy. Using the proposed model, an optimal maintenance action that minimizes the total maintenance and operation cost can be determined in a short time. Furthermore, this research investigated the structural properties of optimal maintenance policies and obtained some sufficient conditions to establish a threshold-type policy. These results are helpful for dynamically determining an optimal maintenance policy.

Academic Significance and Societal Importance of the Research Achievements

保全計画の策定には、対象システムに関する情報に基づいて、そのシステムに実施する保全行動を選択する基準としての保全方策を定める必要がある。これまでの研究のほとんどは保全方策を数値的に導くのみで、得られた解の最適性を検討していない。本研究では最適保全方策の数理的な性質を究明しているため、導いた方策の最適性を保証できる。また、本研究で解明した最適保全方策の性質は、考えうる方策の候補数を有限の方策数に限定できる。この成果が保全計画の策定速度の加速の一助になると考える。

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (44 results)

All 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 5 results,  Open Access: 3 results) Presentation (32 results) (of which Int'l Joint Research: 19 results,  Invited: 9 results) Book (3 results)

  • [Int'l Joint Research] Malardalen University(スウェーデン)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] Malardalen University(スウェーデン)

    • Related Report
      2020 Research-status Report
  • [Journal Article] Optimal Replacement Policy for a Deteriorating System Subjected to Geometric Brownian Motion2021

    • Author(s)
      Yoshida, R. and Jin, L.
    • Journal Title

      Total Quality Science

      Volume: 7(3) Pages: 113-124

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Threshold policy of condition-based maintenance for a multi-state system and deteriorating sensor2021

    • Author(s)
      Genda, S. and Jin, L
    • Journal Title

      Total Quality Science

      Volume: 7(2) Pages: 90-102

    • NAID

      130008162122

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Properties of American-type Options under a Markovian Regime-Switching Model2021

    • Author(s)
      Dimitrov, M., Jin, L. and Ni, Y.
    • Journal Title

      Communications in Statistics: Case Studies, Data Analysis and Applications

      Volume: 7(4) Issue: 4 Pages: 573-589

    • DOI

      10.1080/23737484.2021.1958272

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Optimal Inspection Policy for Scheduled Maintenance of Aging Systems2017

    • Author(s)
      Jin, L. and Yamamoto, W.
    • Journal Title

      International Journal of Industrial Engineering: Theory, Applications and Practice

      Volume: 24 Pages: 99-111

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Adaptive Age Replacement Using On-Line Monitoring2017

    • Author(s)
      Jin, L. and Yamamoto, W.
    • Journal Title

      Procedia Engineering

      Volume: 174 Pages: 117-125

    • DOI

      10.1016/j.proeng.2017.01.177

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Scheduling imperfect inspections in preventive maintenance of systems with increasing failure rates(故障率増加システムの予防保全における不完全点検の併用に関する研究)2017

    • Author(s)
      Jin, L.
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 117(90) Pages: 19-24

    • Related Report
      2017 Research-status Report
  • [Journal Article] 劣化システムの保全計画2017

    • Author(s)
      金 路
    • Journal Title

      日本信頼性学会誌「信頼性」

      Volume: 39 Pages: 139-147

    • NAID

      130007722201

    • Related Report
      2017 Research-status Report
  • [Presentation] Condition-based Maintenance Considering Random Opportunities under Continuous-time Markov Decision Process2021

    • Author(s)
      Wang, Z., Yamamoto, W. and Jin, L.
    • Organizer
      The 3rd International Conference on System Reliability and Safety Engineering (SRSE 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Condition-based Maintenance for a Deteriorating System with Unscheduled Maintenance Opportunities2021

    • Author(s)
      Wang, Z. and Jin, L.
    • Organizer
      The 11th International Conference on Modelling in Industrial Maintenance and Reliability (MIMAR2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pricing for American Option using a Semi-Markov Decision Process2021

    • Author(s)
      Takada, K., Dimitrov, M. Jin, L. and Ying, N.
    • Organizer
      The 19th Conference of the Applied Stochastic Models and Data Analysis International Society (ASMDA2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Optimal Age-replacement Policy for Multi-unit Systems Considering Maintenance Time2021

    • Author(s)
      Ashizawa, R. and Jin, L.
    • Organizer
      Proceedings of the 19th Asian Network for Quality Congress (ANQ 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Age-replacement Policy for Multi-unit Systems Considering Maintenance Time2021

    • Author(s)
      Fujioka, K. and Jin, L.
    • Organizer
      Proceedings of the 19th Asian Network for Quality Congress (ANQ 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 2つのユニットからなる負荷分散システムにおける負荷配分と保全の同時最適化2021

    • Author(s)
      芦澤諒哉, 金路
    • Organizer
      日本品質管理学会第125回研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 保全時間を考慮する場合のマルチユニットシステムの最適な取替周期に関する研究2021

    • Author(s)
      藤岡健太郎, 金路
    • Organizer
      日本品質管理学会第125回研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Optimal replacement policy for a deteriorating system subjected to geometric Brownian motion2020

    • Author(s)
      Yoshida, R, and Jin, L.
    • Organizer
      the 18th Asian Network for Quality Congress (ANQ 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Threshold policy of condition-based maintenance for a multi-state system and deteriorating sensor2020

    • Author(s)
      Genda, S. and Jin, L.
    • Organizer
      the 18th Asian Network for Quality Congress (ANQ 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Properties of American-type Options under a Markovian Regime-Switching Model2020

    • Author(s)
      Marko Dimitrov, Lu Jin and Ying Ni
    • Organizer
      International Virtual Conference and Demographics2020 Workshop (SMTDA2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Threshold Type Maintenance Policies for Systems Under Cumulative Damage From Random Shocks2020

    • Author(s)
      Jin, L. and Matoba, S.
    • Organizer
      The 9th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Optimization for Opportunistic Maintenance with Semi-Markov Decision Process2019

    • Author(s)
      Odajima, Y. and Jin, L.
    • Organizer
      the 17th Asian Network for Quality Congress (ANQ 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Structured maintenance policy for deteriorating systems under cumulative shocks2019

    • Author(s)
      Matoba, S. and Jin, L.
    • Organizer
      the International Conference on Stochastic Processes and Algebraic Structures - From Theory Towards Applications, (SPAS2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Valuation and Optimal Strategies for American Option Under a Markovian Regime Switching Model2019

    • Author(s)
      Jin, L. and Ni, Y.
    • Organizer
      the International Conference on Stochastic Processes and Algebraic Structures - From Theory Towards Applications, (SPAS2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimal Maintenance Policy Including Inspections and Condition Monitoring with Multiple Sensors2019

    • Author(s)
      Jin, L.
    • Organizer
      the 11th International Conference on Mathematical Methods in Reliability (MMR 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Opportunistic Maintenance Policy for Multi-unit System under Markovian Environment Changes2019

    • Author(s)
      Odajima, Y. and Jin, L.
    • Organizer
      The 5th International Conference on the Interface between Statistics and Engineering (ICISE 2019) on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2018)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] American Option Pricing under Markovian Regime Switching Model2019

    • Author(s)
      Jin, L., Ni, Y. and Sakurai, Y.
    • Organizer
      the 18th Conference of the Applied Stochastic Models and Data Analysis International Society (ASMDA 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 変化する環境要因を考慮したマルチユニットシステムの機会保全に関する研究2019

    • Author(s)
      小田嶋優、金路
    • Organizer
      日本品質管理学会第49回研究発表会, 研究発表要旨集
    • Related Report
      2019 Research-status Report
  • [Presentation] 累積ショック量を考慮した劣化システムの予防保全2019

    • Author(s)
      的場翔馬、金路
    • Organizer
      日本品質管理学会第49回研究発表会, 研究発表要旨集
    • Related Report
      2019 Research-status Report
  • [Presentation] Dynamic Decision-making Process for Deteriorating Systems Operating in a Variable Environment2019

    • Author(s)
      Jin, L.
    • Organizer
      Workshop on Model and application of reliability and maintainability
    • Related Report
      2018 Research-status Report
  • [Presentation] Integrated Inspection Policies for Systems with Increasing Failure Rates2018

    • Author(s)
      Jin, L. and Yamamoto
    • Organizer
      The 8th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] An Integrated Policy on Operation and Maintenance for Load Sharing Systems with Deterioration2018

    • Author(s)
      Jin, L.
    • Organizer
      the 16th Asian Network for Quality Congress (ANQ 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 工学部教育におけるシステム信頼性実験の設計2018

    • Author(s)
      金路
    • Organizer
      日本品質管理学会第48回研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] 精度の異なるモニタを用いる状態監視保全に関する研究2018

    • Author(s)
      金路
    • Organizer
      第9回横幹連合コンファレンス
    • Related Report
      2018 Research-status Report
  • [Presentation] 故障率増加型システムにおける複合的な点検計画に関する研究2018

    • Author(s)
      金路, 山本渉
    • Organizer
      第48 回信頼性・保全性シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] Optimal Maintenance Policy for Deteriorating Systems Under a Variable Environment2017

    • Author(s)
      Jin, L.
    • Organizer
      Academy of Mathematics and Systems Science, Malardalen University, Sweden
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] モニタリングを活用した点検計画と保全方策の最適化について2017

    • Author(s)
      雪本 泰久, 金 路
    • Organizer
      日本品質管理学会第47回研究発表会, 研究発表要旨集
    • Related Report
      2017 Research-status Report
  • [Presentation] マルコフ決定過程に基づくマルチユニットシステムの最適保全方策(Maintenance Optimization for Multiple-unit Systems Based on Markov Decision Process)2017

    • Author(s)
      金 路
    • Organizer
      待ち行列シンポジウム予稿集
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] オンコンディション保全のための不完全点検の併用に関する研究2017

    • Author(s)
      小山 尚晃, 金 路
    • Organizer
      日本品質管理学会第113回研究発表会, 研究発表要旨集
    • Related Report
      2017 Research-status Report
  • [Presentation] 2コンポーネント負荷配分システムにおける最適保全方策2017

    • Author(s)
      雪本 泰久, 金 路
    • Organizer
      第47回信頼性・保全性シンポジウム発表報文集
    • Related Report
      2017 Research-status Report
  • [Presentation] Operation and Maintenance Policy with Flexible Load Sharing2017

    • Author(s)
      Jin, L., Uwano, T., and Suzuki K.
    • Organizer
      The 10th International Conference on Mathematical Methods in Reliability (MMR 2017), Grenoble, France
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Improving scheduled maintenance with imperfect inspections2017

    • Author(s)
      Jin, L. and Koyama, N.
    • Organizer
      The 15th Asian Network for Quality Congress (ANQ 2017), Kathmandu, Nepal
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Book] American Option Pricing under a Varying Economic Situation Using a Semi-Markov Decision Process, Data analysis and application2021

    • Author(s)
      Takada, K., Dimitrov, M. Jin, L. and Ni, Y.
    • Total Pages
      17
    • Publisher
      Wiley
    • Related Report
      2021 Annual Research Report
  • [Book] Stochastic Processes and Algebraic Structures, Vol. 1. Stochastic Processes, Statistical Methods, and Engineering Mathematics2021

    • Author(s)
      Jin, L., Dimitrov, M. and Ni, Y.
    • Total Pages
      25
    • Publisher
      Springer
    • Related Report
      2021 Annual Research Report
  • [Book] Frontiers in Statistical Quality Control Vol. 12 (Approximate Log-Linear Cumulative Exposure Time Scale Model by Joint Moment Generating Function of Covariates)2018

    • Author(s)
      Yamamoto, W. and Jin, L.
    • Publisher
      Springer
    • ISBN
      9783319752945
    • Related Report
      2018 Research-status Report

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Published: 2017-04-28   Modified: 2023-01-30  

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