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Statistical Analysis of General Degradation Path Model and Failure Time Data with Multiple Failure Modes

机译:多种失效模式下一般退化路径模型和失效时间数据的统计分析

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摘要

This article considers degradation and failure time models with multiple failure modes which used to study the problem of longevity and aging in survival analysis and reliability. Degradation process is modeled using general nonparametric, nonlinear path models. Semi-parametric models for the intensities of the traumatic failures are used supposing that these intensities depend on degradation level. Semi-parametric estimators of various reliability characteristics are proposed and asymptotic properties of the estimators are obtained. The theoretical results are illustrated using simulated data.
机译:本文考虑了具有多种故障模式的退化和故障时间模型,这些模型用于研究生存分析和可靠性中的寿命和老化问题。使用一般的非参数,非线性路径模型对降解过程进行建模。假设这些强度取决于退化程度,则使用创伤失败强度的半参数模型。提出了各种可靠性特征的半参数估计量,并获得了估计量的渐近性质。使用模拟数据说明了理论结果。

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