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Electrical insulation components reliability assessment and practical Bayesian estimation under a Log-Logistic model

机译:Log-Logistic模型下的电气绝缘部件可靠性评估和实用贝叶斯估计

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This paper deals with the “physical reliability models” assessment and estimation for electrical insulation components. It is well known that the reliability model identification and estimation of most of the modern power system components, such as insulation components, may be better achieved, instead that using limited lifetime data, by the knowledge of the degradation mechanisms. Such mechanisms, which are responsible for component aging and failure, are indeed well established in the field of electrical insulation: this is also the case of the so called “Stress-Strength” models. In particular, the “Log-logistic” model, deduced by a suitable Weibull stress-strength probabilistic model, has found valid applications to the reliability assessment of the insulation components. In the framework of the estimation of such reliability model, a new Bayesian approach, based upon the “Odds Ratio”?of the Log-logistic model is developed in this paper, based upon the properties that such information, being proportional to the reliability function, is available to the engineer on the basis of past data; moreover, being proportional to the Weibull scale parameter, allows to exploit known features of its conjugate prior Inverse Gamma distribution. Numerical examples and the results of extensive Monte Carlo simulations demonstrate the feasibility and efficiency of the proposed procedure.
机译:本文涉及电气绝缘组件的“物理可靠性模型”评估和估计。众所周知,通过退化机理的知识,可以更好地实现大多数现代电力系统组件(例如绝缘组件)的可靠性模型识别和估计,而不是使用有限的寿命数据。负责部件老化和故障的这种机制在电气绝缘领域确实得到了很好的确立:所谓的“应力-强度”模型也是如此。特别是,由合适的威布尔应力强度概率模型推导的“对数逻辑模型”已经在绝缘部件的可靠性评估中找到了有效的应用。在这种可靠性模型的估计框架内,基于这种信息与可靠性函数成正比的性质,本文提出了一种基于对数逻辑模型的“几率”的贝叶斯方法。 ,可根据过去的数据提供给工程师;而且,与威布尔尺度参数成比例,允许利用其共轭先验逆伽马分布的已知特征。数值算例和广泛的蒙特卡洛模拟结果证明了该方法的可行性和有效性。

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