基于贝叶斯估计的不完全预防性维修可靠性优化

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2022-12-05 DOI:10.1080/08982112.2022.2150085
Selma Gürler, D. Göksülük, Deniz Türsel Eliiyi
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引用次数: 1

摘要

摘要在本研究中,我们提出了一个针对退化部件的连续不完全预防性维护模型。我们使用减龄可靠性模型来安排预防性维护,每当部件的可靠性低于可靠性阈值水平R时,就会执行该模型。该问题是在缺乏数据的情况下考虑的,其中贝叶斯方法比频率论观点更适合估计模型的未知参数。我们假设预防性维护的持续时间是固定的,而纠正性维护的时间是指数随机变量。我们对所有周期的总预期成本进行建模,并根据可靠性阈值找到最佳预防性维护计划,直到更换为止。我们还对所开发的模型进行了灵敏度分析的数值研究。
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Reliability-based optimization of imperfect preventive maintenance with Bayesian estimation
Abstract In this study, we present a sequential imperfect preventive maintenance model for a component subject to degradation. We use an age reduction reliability model for scheduling preventive maintenance, which is performed whenever the component’s reliability falls below the reliability threshold level, R. The problem is considered under lack of data, in which the Bayesian methodology is more appropriate than the frequentist view for estimating the unknown parameters of the model. We assume a fixed duration for preventive maintenance, whereas the duration of corrective maintenance is an exponential random variable. We model the total expected cost over all cycles and find the optimal preventive maintenance plan until a replacement based on the reliability threshold value. We also conducted a numerical study for sensitivity analysis of the developed model.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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