Evaluation of equivalent acceleration factors of repairable systems in a fleet: a process-average-based approach

Research on repairable systems in a fleet is mainly concerned with modelling of the failure times using point processes. One important issue is to quantitatively evaluate the heterogeneity among systems, which is usually analyzed using frailty models. Recently, a fleet heterogeneity evaluation method is proposed in the literature. This method describes the heterogeneity with the relative dispersion of equivalent acceleration factors (EAFs) of systems, which is defined as the ratio of the mean times between failures (MTBFs) of a system and a reference system. A main drawback of this method is that the MTBFs of a specific system and the reference system are estimated at different times while the MTBF estimated at different time can be different. This paper aims to address this issue by proposing an improved method. The proposed method uses an “average process” as the reference process and estimates the MTBFs of systems and the reference system at a common time point. This leads to more robust MTBF estimates. Three datasets are analyzed to illustrate the proposed method and its superiority.

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Publication Details

Journal
Journal of Engineering Research and Sciences
Published
2024-10-01
DOI
https://doi.org/10.55708/js0310005
Primary Topic
Reliability and Maintenance Optimization
Type
article
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article

Evaluation of equivalent acceleration factors of repairable systems in a fleet: a process-average-based approach

Kunpeng Zhang, Renyan Jiang, Xia Xu, Yu Cao
Journal of Engineering Research and Sciences
Reliability and Maintenance Optimization
article

Evaluation of equivalent acceleration factors of repairable systems in a fleet: a process-average-based approach

Kunpeng Zhang, Renyan Jiang, Xia Xu, Yu Cao
article en

Abstract

Research on repairable systems in a fleet is mainly concerned with modelling of the failure times using point processes. One important issue is to quantitatively evaluate the heterogeneity among systems, which is usually analyzed using frailty models. Recently, a fleet heterogeneity evaluation method is proposed in the literature. This method describes the heterogeneity with the relative dispersion of equivalent acceleration factors (EAFs) of systems, which is defined as the ratio of the mean times between failures (MTBFs) of a system and a reference system. A main drawback of this method is that the MTBFs of a specific system and the reference system are estimated at different times while the MTBF estimated at different time can be different. This paper aims to address this issue by proposing an improved method. The proposed method uses an “average process” as the reference process and estimates the MTBFs of systems and the reference system at a common time point. This leads to more robust MTBF estimates. Three datasets are analyzed to illustrate the proposed method and its superiority.

Journal of Engineering Research and SciencesVol. 3(10)
Openalex Percentile: Top 77%
Reliability and Maintenance Optimization
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