State-Based Opportunistic Maintenance With Multifunctional Maintenance Windows

• Published in: IEEE transactions on reliability Vol. 70; no. 4; pp. 1481 - 1494
• Main Authors: Zhang, Zihan, Yang, Li
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.12.2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Cost optimization; Costs; Electric shock; environmental disturbance; Environmental factors; Hazards; Inspection; Job shop scheduling; Maintenance; Maintenance engineering; Malfunctions; multifunctional window; opportunistic maintenance; Optimization; state transition
• ISSN: 0018-9529; 1558-1721
• DOI: 10.1109/TR.2020.2995277

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.