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Reliability parameter estimation of the Inverse Flexible Weibull Distribution for Type-I censored samples

机译:ICES-I义样本的逆灵活威布尔分布的可靠性参数估计

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Censoring is a phenomenon usually encountered in the analysis of lifetime system. It became commonly used in the last few decades because of its flexibility in removing failed units from tests. In this paper, the Inverse Flexible Weibull Distribution (IFWD) proposed in [1] is studied using maximum likelihood technics based on three different algorithms: Newton Raphson (NR), Levenberg Marquardt (LM) and Trust Region reflective (TR). The proposed parameter estimation method is introduced and proved to work from theoretical and practical point of view. On one hand, we apply Maximum likelihood estimation method using complete simulated and real data. On the other hand, we study for the first time the model using simulated and real data for type I censored samples. The observed Fisher information matrix, as well as the asymptotic variance-covariance matrix of the MLE are derived. The estimation results are approved by a statistical test.
机译:审查是在终身系统分析中通常遇到的现象。由于其灵活性在过去几十年中,它变得常用于删除从测试中的失败单元的灵活性。在本文中,使用基于三个不同算法的最大似然技术研究[1]中提出的逆灵活的Weibull分布(IFWD):Newton Raphson(NR),Levenberg Marquardt(LM)和信任区域反射(TR)。介绍了所提出的参数估计方法,并证明从理论和实践的角度工作。一方面,我们使用完整的模拟和实际数据应用最大似然估计方法。另一方面,我们首次使用模拟和实际数据进行第一次进行IS审查样本的模型。认为,所观察到的Fisher信息矩阵以及MLE的渐近方差协方差矩阵。估算结果由统计测试批准。

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