Estimation of the lifetime distribution of mechatronic systems in the presence of a covariate: A comparison among parametric, semiparametric and nonparametric models

Bobrowski Sebastian; Chen Hong; Doering Maik; Jensen Uwe; Schinkoethe Wolfgang

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Estimation of the lifetime distribution of mechatronic systems in the presence of a covariate: A comparison among parametric, semiparametric and nonparametric models

机译：协变量存在下机电系统寿命分布的估计：参数，半参数和非参数模型之间的比较

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摘要

In practice manufacturers may have lots of failure data of similar products using the same technology basis under different operating conditions. Thus, one can try to derive predictions for the distribution of the lifetime of newly developed components or new application environments through the existing data using regression models based on covariates.

机译：实际上，在不同的操作条件下，使用相同的技术基础，制造商可能会有大量相似产品的故障数据。因此，人们可以使用基于协变量的回归模型，通过现有数据尝试得出对新开发组件或新应用程序环境的寿命分布的预测。

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来源
《Reliability Engineering & System Safety》 |2015年第7期|105-112|共8页
作者
Bobrowski Sebastian; Chen Hong; Doering Maik; Jensen Uwe; Schinkoethe Wolfgang;
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作者单位

Univ Stuttgart, Inst Design & Prod Precis Engn, D-70550 Stuttgart, Germany;

Univ Hohenheim, Inst Appl Math & Stat, D-70599 Stuttgart, Germany;

Univ Hohenheim, Inst Appl Math & Stat, D-70599 Stuttgart, Germany;

Univ Hohenheim, Inst Appl Math & Stat, D-70599 Stuttgart, Germany;

Univ Stuttgart, Inst Design & Prod Precis Engn, D-70550 Stuttgart, Germany;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Failure time models; Lifetime distribution prediction; Regression with covariates; Model selection;

机译：故障时间模型;寿命分布预测;协变量回归;模型选择;

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4. Comparison of parametric and nonparametric estimations of lifetime distributions from incomplete warranty data [C] . M. Delonga, B. Bertsche European Safety and Reliability Conference(ESREL 2005); 20050627-30; Tri City(Gdynia-Sopot-Gdansk)(PL) . 2005

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5. Semiparametric maximum likelihood estimation in parametric regression with missing covariates. [D] . Zhang, Zhiwei. 2003

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Estimation of the lifetime distribution of mechatronic systems in the presence of a covariate: A comparison among parametric, semiparametric and nonparametric models

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