Abstract
The electrical generation industry is looking for techniques to precisely determine the proper maintenance policy and schedule of their assets. Reliability-centered maintenance (RCM) is a methodology for choosing what maintenance activities have to be performed to keep the asset working within its designed function. Current developments in RCM models are struggling to solve the drawbacks of traditional RCM with regards to optimization and strategy selection; for instance, traditional RCM handles each failure mode individually with a simple yes or no safety question in which question has the possibility of major error and missing the effect of a combinational failure mode. Hence, in the present study, a hybrid RCM model was proposed to fill these gaps and find the optimal maintenance policies and scheduling by a combination of hybrid linguistic-failure mode and effect analysis (HL-FMEA), the co-evolutionary multi-objective particle swarm optimization (CMPSO) algorithm, an analytic network process (ANP), and developed maintenance decision tree (DMDT). To demonstrate the effectiveness and efficiencies of the proposed RCM model, a case study on the maintenance of an electrical generator was conducted at a Yemeni oil and gas processing plant. The results confirm that, compared with previous studies, the proposed model gave the optimal maintenance policies and scheduling for the electrical generator in a well-structured plan, economically and effectively.
Highlights
Industrial plants are concerned with the availability and reliability of production due to market demand, such as the electrical industry and oil-gas plants
Hybrid linguistic FMEA was conducted to prioritize the failure mode risk and the weights of three risk factors, which were determined by experts (0.326, 0.453, 0.221)
The results reveal the ability of the proposed Reliability-centered maintenance (RCM) model to find the optimal maintenance policy in a hazardous environment
Summary
Industrial plants are concerned with the availability and reliability of production due to market demand, such as the electrical industry and oil-gas plants. Nowadays, producing electric energy without interruption has attracted much attention from industries. The maintenance of an electrical generator, plays a critical role in ensuring the reliability of the energy supply, with key goals of improving the operational efficiency and the service life of the equipment. Reliability-centered maintenance (RCM) is a methodology that. Processes 2020, 8, 670 can be used to decide what maintenance activities need to be performed in order to keep the equipment working within its designed function range [1]. RCM can choose the most suitable maintenance tasks, reduce the probability of failure, and/or reduce the consequences of failure. RCM was originally created for use in the aircraft industry [2]
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