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Inference for four-unit hybrid system with masked data under partially acceleration life test

机译:在部分加速寿命试验下具有屏蔽数据的四单元混合动力系统的推论

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In this paper, we investigate parameter inference for four-unit hybrid systems based on Type-II progressively hybrid censored and masked data from constant-stress partially accelerated life test. It is assumed that the unit lifetime in systems has exponential hazard rate. The maximum likelihood estimations (MLEs) for unknown parameters and acceleration factor are obtained. The observed Fisher information matrix, as well as the asymptotic variance-covariance matrix of the MLEs are derived. Approximate confidence intervals (CIs) and studentized-t bootstrap CIs for the parameters are presented based on normal approximation to the asymptotic distribution of MLEs and bootstrap method, respectively. A Monte Carlo simulation study is carried out to investigate the performance of the MLEs and to compare the effects of two different CIs in terms of interval length and coverage percentage for the parameters.
机译:在本文中,我们研究了基于II型渐进混合式删减和掩盖数据的四单元混合动力系统参数推论,该数据来自恒应力部分加速寿命试验。假定系统中的单位寿命具有指数危害率。获得了未知参数和加速因子的最大似然估计(MLE)。推导了观测到的Fisher信息矩阵以及MLE的渐近方差-协方差矩阵。分别基于MLE的渐近分布的正态近似和Bootstrap方法,给出了参数的近似置信区间(CI)和学生化t自举CI。进行了蒙特卡洛模拟研究,以研究MLE的性能,并根据间隔长度和参数的覆盖百分比比较两个不同CI的影响。

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