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三参数倒置托普-利昂模型的验收抽样方案

Acceptance sampling plans for the three-parameter inverted Topp-Leone model.

作者信息

Nassr Said G, Hassan Amal S, Alsultan Rehab, El-Saeed Ahmed R

机构信息

Department of Statistics and Insurance, Faculty of Commerce, Arish University, Egypt.

Higher Institute for Administrative Sciences, Belbis, El-Sharquia, Egypt.

出版信息

Math Biosci Eng. 2022 Sep 16;19(12):13628-13659. doi: 10.3934/mbe.2022636.

Abstract

The quadratic rank transmutation map is used in this article to suggest a novel extension of the power inverted Topp-Leone distribution. The newly generated distribution is known as the transmuted power inverted Topp-Leone (TPITL) distribution. The power inverted Topp-Leone and the inverted Topp-Leone are included in the recommended distribution as specific models. Aspects of the offered model, including the quantile function, moments and incomplete moments, stochastic ordering, and various uncertainty measures, are all discussed. Plans for acceptance sampling are created for the TPITL model with the assumption that the life test will end at a specific time. The median lifetime of the TPITL distribution with the chosen variables is the truncation time. The smallest sample size is required to obtain the stated life test under a certain consumer's risk. Five conventional estimation techniques, including maximum likelihood, least squares, weighted least squares, maximum product of spacing, and Cramer-von Mises, are used to assess the characteristics of TPITL distribution. A rigorous Monte Carlo simulation study is used to evaluate the effectiveness of these estimators. To determine how well the most recent model handled data modeling, we tested it on a range of datasets. The simulation results demonstrated that, in most cases, the maximum likelihood estimates had the smallest mean squared errors among all other estimates. In some cases, the Cramer-von Mises estimates performed better than others. Finally, we observed that precision measures decrease for all estimation techniques when the sample size increases, indicating that all estimation approaches are consistent. Through two real data analyses, the suggested model's validity and adaptability are contrasted with those of other models, including the power inverted Topp-Leone, log-normal, Weibull, generalized exponential, generalized inverse exponential, inverse Weibull, inverse gamma, and extended inverse exponential distributions.

摘要

本文使用二次秩变换映射来提出幂倒置Topp-Leone分布的一种新颖扩展。新生成的分布被称为变换幂倒置Topp-Leone(TPITL)分布。幂倒置Topp-Leone和倒置Topp-Leone作为特定模型包含在推荐分布中。讨论了所提供模型的各个方面,包括分位数函数、矩和不完全矩、随机序以及各种不确定性度量。在假设寿命测试将在特定时间结束的情况下,为TPITL模型创建验收抽样计划。具有所选变量的TPITL分布的中位寿命即为截断时间。在一定的消费者风险下,需要最小样本量来进行规定的寿命测试。使用包括最大似然、最小二乘、加权最小二乘、间距最大乘积和克拉美-米塞斯在内的五种传统估计技术来评估TPITL分布的特征。通过严格的蒙特卡罗模拟研究来评估这些估计量的有效性。为了确定最新模型处理数据建模的效果如何,我们在一系列数据集上对其进行了测试。模拟结果表明,在大多数情况下,最大似然估计在所有其他估计中具有最小的均方误差。在某些情况下,克拉美-米塞斯估计表现得比其他估计更好。最后我们观察到,当样本量增加时,所有估计技术的精度度量都会降低,这表明所有估计方法都是一致的。通过两个实际数据分析,将所提出模型的有效性和适应性与其他模型进行了对比,这些模型包括幂倒置Topp-Leone、对数正态、威布尔、广义指数、广义逆指数、逆威布尔、逆伽马和扩展逆指数分布。

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