• DocumentCode
    3603176
  • Title

    Dynamic Coordinated Condition-Based Maintenance for Multiple Components With External Conditions

  • Author

    Chong Wang ; Yunhe Hou ; Zhijun Qin ; Chaoyi Peng ; Hui Zhou

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. of Hong Kong, Hong Kong, China
  • Volume
    30
  • Issue
    5
  • fYear
    2015
  • Firstpage
    2362
  • Lastpage
    2370
  • Abstract
    This paper proposes a method to establish an optimal dynamic coordinated condition-based maintenance strategy that considers harsh external conditions, for example, harsh weather conditions. Component deterioration is modeled as a Markov process based on physical characteristics, with the effects of harsh external conditions represented as probabilistic models. The proposed model involves interactions between different maintenance strategies on various components, as well as influences on the operation of the entire system. The optimal maintenance strategies are obtained by optimizing the proposed model with the cost to go, including system reliability cost and maintenance cost. This proposed model is solved using a backward induction algorithm associated with a search space reduction approach developed to reduce the simulation time. Two IEEE systems and one actual system validate the proposed model. The results show that this optimal maintenance strategy model that considers harsh external conditions provides insight for scheduling appropriate maintenance activities.
  • Keywords
    Markov processes; power system reliability; probability; IEEE systems; Markov process; backward induction algorithm; component deterioration; harsh external conditions; harsh weather conditions; maintenance cost; optimal dynamic coordinated condition-based maintenance strategy; optimal maintenance strategy model; physical characteristics; probabilistic models; search space reduction approach; system reliability cost; Delays; Maintenance engineering; Markov processes; Meteorology; Power systems; Reliability; Scheduling; Backward induction; Markov decision processes; condition-based maintenance; coordinated scheduling; harsh external conditions;
  • fLanguage
    English
  • Journal_Title
    Power Delivery, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8977
  • Type

    jour

  • DOI
    10.1109/TPWRD.2015.2442291
  • Filename
    7127035