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State-Based Opportunistic Maintenance With Multifunctional Maintenance Windows
- Source :
- IEEE Transactions on Reliability. 70:1481-1494
- Publication Year :
- 2021
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2021.
-
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.
- Subjects :
- 021103 operations research
Computer science
media_common.quotation_subject
0211 other engineering and technologies
Probabilistic logic
Initialization
02 engineering and technology
Interval (mathematics)
Reliability engineering
Proactive maintenance
Identification (information)
Spare part
State (computer science)
Electrical and Electronic Engineering
Safety, Risk, Reliability and Quality
Function (engineering)
media_common
Subjects
Details
- ISSN :
- 15581721 and 00189529
- Volume :
- 70
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Reliability
- Accession number :
- edsair.doi...........03d2352a069d5f4133d6756e3254eaff