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State-Based Opportunistic Maintenance with Multifunctional Maintenance Windows

  • Zihan Zhang
  • , Li Yang*
  • *Corresponding author for this work
  • University of Toronto

Research output: Contribution to journalArticlepeer-review

Abstract

Industrial assets exposed to random environment often exhibit complex deterioration mechanisms with health status variations. In actual field operation, hidden defect signals are usually crucial indicators of upcoming malfunctions and also reminders of proactive maintenance executions. Despite the extensive applications of defect-centered maintenance, in the literature, little attempt has: a) captured the impact of random environments on health variation and restoration, and b) explored the differentiated functions of maintenance windows in separate states. This article addresses these challenges by introducing a state-based maintenance policy with multifunctional maintenance windows. The impact of environmental disturbance on both defect initialization and propagation is characterized by random increment of the state transition rate as well as probabilistic malfunction risk. Three types of maintenance windows (regular, opportunistic, and postponed) are scheduled to ensure a flexible scheduling of inspection and spare part resources. Importantly, the function of opportunistic window is state-based, defect identification when normal and removal when defective. The objective is to minimize the cost rate via the joint optimization of inspection interval, postponed interval, and opportunistic threshold. Experimental studies demonstrate the superior performance of this policy over some conventional policies.

Original languageEnglish
Pages (from-to)1481-1494
Number of pages14
JournalIEEE Transactions on Reliability
Volume70
Issue number4
DOIs
StatePublished - 1 Dec 2021

Keywords

  • Cost optimization
  • environmental disturbance
  • multifunctional window
  • opportunistic maintenance
  • state transition

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