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    題名: Lifetime Inference for Highly Reliable Products Based on Skew-Normal Accelerated Destructive Degradation Test Model
    作者: Tsai, Chih-Chun;Lin, Chien-Tai
    關鍵詞: model mis-specification;Accelerated destructive degradation tests;expectation-maximization algorithm;highly reliable products;skew-normal distribution
    日期: 2015-12
    上傳時間: 2016-12-21 02:10:30 (UTC+8)
    出版者: IEEE
    摘要: The accelerated destructive degradation test (ADDT) method provides an effective way to assess the reliability information of highly reliable products whose quality characteristics degrade over time, and can be taken only once on each tested unit during the measurement process. Conventionally, engineers assume that the measurement error follows the normal distribution. However, degradation models based on this normality assumption often do not apply in practical applications. To relax the normality assumption, the skew-normal distribution is adopted in this study because it preserves the advantages of the normal distribution with the additional benefit of flexibility with regard to skewness and kurtosis. Here, motivated by polymer data, we propose a skew-normal nonlinear ADDT model, and derive the analytical expressions for the product's lifetime distribution along with its corresponding 100pth percentile. Then, the polymer data are used to illustrate the advantages gained by the proposed model. Finally, we addressed analytically the effects of model mis-specification when the skewness of measurement error are mistakenly treated, and the obtained results reveal that the impact from the skewness parameter on the accuracy and precision of the prediction of the lifetimes of products is quite significant.
    關聯: IEEE Transactions on Reliability 64(4), pp.1340-1355
    DOI: 10.1109/TR.2015.2419618
    顯示於類別:[數學學系暨研究所] 期刊論文


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