New cumulative damage models for failure using stochastic processes as initial damage

被引:68
|
作者
Park, C [1 ]
Padgett, WJ
机构
[1] Clemson Univ, Dept Math Sci, Clemson, SC 29634 USA
[2] Univ S Carolina, Dept Stat, Columbia, SC 29208 USA
基金
美国国家科学基金会;
关键词
accelerated testing; Brownian motion; cumulative damage; gamma process; inverse Gaussian distribution; strength distribution;
D O I
10.1109/TR.2005.853278
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Based on a generalized cumulative damage approach with a stochastic process describing initial damage for a material specimen, a broad class of statistical models for material strength. is developed. Plausible choices of stochastic processes for the initial damage include Brownian motion, geometric Brownian motion, and the gamma process; and additive & multiplicative cumulative damage functions are considered. The resulting general statistical model gives an accelerated test form of the inverse Gaussian distribution, special cases of which include some existing models in addition to several new models. Model parameterizations & estimation by maximum likelihood from accelerated test data are discussed, and the applicability of the general model is illustrated for three sets of strength data. The proposed models are compared with the power-law Weibull model, and the inverse Gaussian generalized linear models.
引用
收藏
页码:530 / 540
页数:11
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