• DocumentCode
    807494
  • Title

    Cost-optimal condition-monitoring for predictive maintenance of 2-phase systems

  • Author

    Maillart, Lisa M. ; Pollock, Stephen M.

  • Author_Institution
    IOE Building, Ann Arbor, MI, USA
  • Volume
    51
  • Issue
    3
  • fYear
    2002
  • fDate
    9/1/2002 12:00:00 AM
  • Firstpage
    322
  • Lastpage
    330
  • Abstract
    The deterioration processes of many industrial systems can be modeled in 2-phases. A 2-phase system begins its life in a new condition where it resides for a random amount of time before progressing to a worn condition where it resides for a random amount of time preceding system failure. If monitoring takes place while the system is in the worn condition, preventive maintenance is performed. This paper analyzes predictive maintenance policies for systems exhibiting 2-phase behavior, and presents cost-minimizing policies, as well as satisfying policies, to determine when monitoring should take place, and for allocating monitoring resources to multiple systems. The solution approach is based on decomposing the expected cost (per unit time) into 2 components: the expected cost due to maintenance actions, and the expected cost due to monitoring actions. This decomposition facilitates the construction of operating-characteristic curves that represent policy performance, and allows evaluation of the policy tradeoffs in many situations including those with constrained or unconstrained monitoring resources, multiple or single systems, and fixed or nonfixed monitoring intervals
  • Keywords
    condition monitoring; costing; maintenance engineering; 2-phase systems; constrained monitoring resources; cost-optimal condition-monitoring; deterioration processes; expected cost; fixed monitoring intervals; industrial systems; maintenance cost optimization; maintenance policy performance; monitoring-resource allocation; nonfixed monitoring intervals; operating characteristic; operating-characteristic curves; policy tradeoffs; predictive maintenance; preventive maintenance; system failure; unconstrained monitoring resources; worn condition; Condition monitoring; Cost function; Distribution functions; Hazards; Predictive maintenance; Predictive models; Preventive maintenance; Probability density function; Random variables; Statistics;
  • fLanguage
    English
  • Journal_Title
    Reliability, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9529
  • Type

    jour

  • DOI
    10.1109/TR.2002.801846
  • Filename
    1028404