基于成败型数据步加试验的Weibull分布的参数估计
Parameter Estimation of Weibull Distribution with Binary Data of the Step-Stress Accelerated Life Testing
摘要: 在步加应力寿命试验下,对寿命服从双参数Weibull分布的产品,通过引入该产品在此步加试验下,其“寿命”的分布函数,用极大似然估计法,基于成败型数据得到了有关参数的似然方程组,并用多元二分法给出该超越方程组的求解算法,从而通过加速方程求得正常应力水平下寿命分布的参数估计。
Abstract: For the product with the double-parameter Weibull distribution, the distribution of the “life” of the product based on the step-stress accelerated life testing is obtained. Then I use the maximum likelihood estimation to give the likelihood equations of the parameters based on the binary data. And the algorithm of transcendental equations is given by the multivariate dichotomy, and the parameter estimation of the life distribution under the normal stress is obtained by the accelera-tion equation.
文章引用:赵竑愷. 基于成败型数据步加试验的Weibull分布的参数估计[J]. 统计学与应用, 2017, 6(3): 361-366. https://doi.org/10.12677/SA.2017.63040

参考文献

[1] 茆诗松, 汤银才, 王玲玲. 可靠性统计[M]. 北京: 高等教育出版社, 2008: 295-340.
[2] 何幼桦. 步进应力加速寿命试验中成败型数据的Bayes统计分析[J]. 上海大学学报, 1999, 5(4): 287-290.
[3] 田霆, 刘次华. 定数截尾步加寿命试验缺失数据下Weibull分布的正常应力水平下特征寿命的近似Bayes估计[J]. 应用数学, 2015, 28(4): 777-781.
[4] 戴家佳, 杨爱军, 杨振海. 极大似然估计算法研究[J]. 高校应用数学学报, 2009, 24(3): 275-280.
[5] Qiao, H.Z. and Tsokos, C.P. (1995) Estimation of the Three Parameter Weibull Probability Distribution. Mathematics and Computers in Simulation, 39, 173-185.
https://doi.org/10.1016/0378-4754(95)95213-5
[6] Gove, J.H. and Fairweather, S.E. (1989) Maximum-Likelihood Estimation of Weibull Function Parameters Using a General Interactive Optimizer and Grouped Data. Forest Ecology and Management, 28, 61-69.
https://doi.org/10.1016/0378-1127(89)90074-1
[7] 曲延碌, 张程道, 阎书源. 三参数Weibull分布的参数估计[J]. 气象学报, 1987, 45(3): 374-375.
[8] 杨谋存, 聂宏. 三参数Weibull分布参数的极大似然估计数值解法[J]. 南京航空航天大学学报, 2007, 39(1): 22-25.