从专家分类估计故障概率估计威布尔寿命分布

J. Cluever, T. Esselman, S. Harvey
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引用次数: 0

摘要

法国电力研究所(EPRI)与Électricité de France (EDF)开发了综合生命周期管理(ILCM)计算机代码,为支持选定核电站部件的长期管理有效决策提供了一种标准方法。2016年,开发了替换可能性(LoR)专家启发,为确定最初未包含在ILCM中的组件的替换选项提供可靠性曲线。LoR方法要求专家估计未来的更换概率,然后使用贝叶斯分析将其与历史故障相结合。虽然这种方法是有效的,但部分行业习惯于为选定的操作期间提供高/中/低(HML)概率分类。本文提出了一种从html分类替换概率估计计算威布尔替换概率曲线的方法。除了最初的html分类之外,还开发了其他问题。这些重点是类别转换的时间,以改进参数似然函数,减少参数不确定性,并抵消使用类别估计引入的显著威布尔参数不确定性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation of Weibull Life Distributions From Expert Categorical Estimates of Failure Probabilities
The Electric Power Research Institute (EPRI) with Électricité de France (EDF) developed the Integrated Life Cycle Management (ILCM) computer code to provide a standard methodology to support effective decision making for the long-term management of selected nuclear station components. In 2016, a Likelihood of Replacement (LoR) expert elicitation was developed to provide reliability curves for determination of replacement options for components that were not initially included in ILCM. The LoR methodology required expert’s to estimate future replacement probabilities which were then combined with historical failures using Bayesian analysis. Although this methodology was effective, parts of the industry were accustomed to providing a High/Medium/Low (HML) probability categorization for selected periods of operation. This paper presents an approach for calculating Weibull replacement probability curves from HML categorical replacement probability estimates. Additional questions beyond the initial HML categorization were developed. These focused on the timing of category transitions to refine parameter likelihood functions, reduce parameter uncertainty, and offset the significant Weibull parameter uncertainty introduced by using categorical estimates.
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