Small sample maintainability analysis of machining center subsystem

With the continuous improvement of the reliability of machining center, some subsystems of machining center show the characteristics of long life, less faults and less maintenance. In these long-life subsystems, not only the maintenance data distributed in each subsystem is less, but also the prior information about the maintainability of the subsystem is less. In view of this situation, the lognormal distribution model is transformed into a normal distribution model. The maintainability model of subsystem is established by using normal distributed small sample modeling method without prior information and differential evolution algorithm. The conclusion shows that the maintainability of exchange table is the lowest. The comparison of the indexes shows that the parameter estimation results of the maintenance model proposed in this paper are true and accurate.

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Publication Details

Published
2025-06-30
DOI
https://doi.org/10.1117/12.3066788
Primary Topic
Manufacturing Process and Optimization
Type
article
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Small sample maintainability analysis of machining center subsystem

Jinting Liu, Xiaofeng Wang, Yang Liu
Manufacturing Process and Optimization
article

Small sample maintainability analysis of machining center subsystem

Jinting Liu, Xiaofeng Wang, Yang Liu
article en

Abstract

With the continuous improvement of the reliability of machining center, some subsystems of machining center show the characteristics of long life, less faults and less maintenance. In these long-life subsystems, not only the maintenance data distributed in each subsystem is less, but also the prior information about the maintainability of the subsystem is less. In view of this situation, the lognormal distribution model is transformed into a normal distribution model. The maintainability model of subsystem is established by using normal distributed small sample modeling method without prior information and differential evolution algorithm. The conclusion shows that the maintainability of exchange table is the lowest. The comparison of the indexes shows that the parameter estimation results of the maintenance model proposed in this paper are true and accurate.

Changchun University (CN)
Openalex Percentile: Top 78%
Manufacturing Process and Optimization
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