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A phase-type maintenance model considering condition-based inspections and maintenance delays

Tianqi Sun, Jørn Vatn

2023Reliability Engineering & System Safety18 citationsDOIOpen Access PDF

Abstract

This paper proposes a maintenance model for systems subject to discrete-state deterioration processes. The deterioration of the system is described by the phase-type expansion of a multi-state Markov model, where the sojourn times at different states follow general distributions. In contrast to the periodic inspections and exponentially distributed repairs in most works, this study considers condition-based inspections and significant delays from planning a maintenance task until its actual implementation. These delays are usually due to logistic reasons and are considered close to deterministic. This allows the decision-makers to evaluate more flexible inspection strategies and move towards more cost-effective solutions. A case study about road bridge maintenance is presented to demonstrate the modelling process and the value of introducing phase-type distributions and condition-based inspections. With the proposed model, a less conservative maintenance strategy with fewer inspections and postponed repairs can be derived, bringing significant cost reductions.

Topics & Concepts

Condition-based maintenanceReliability engineeringBridge (graph theory)Optimal maintenanceEngineeringProcess (computing)Task (project management)Preventive maintenanceMaintenance actionsPhase-type distributionComputer scienceOperations researchMarkov chainSystems engineeringOperating systemMedicineMachine learningInternal medicineReliability and Maintenance OptimizationRisk and Safety AnalysisLife Cycle Costing Analysis