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基于扩展达古姆百分位数的截尾寿命试验用于成组检验方案类型:最优样本量、截尾时间比分析

Amputated life-testing based on extended Dagum percentiles for type of group inspection plans: optimal sample sizes, termination time ratios analysis.

作者信息

Ahmed Basma, Hamedani G G, Mekiso Getachew Tekle, Tashkandy Yusra A, Bakr M E, Hussam Eslam, Yousof Haitham M

机构信息

Department of Information System, Higher Institute for Specific Studies, Giza, Egypt.

Department of Mathematical and Statistical Sciences, Marquette University, Milwaukee, USA.

出版信息

Sci Rep. 2024 Oct 15;14(1):24144. doi: 10.1038/s41598-024-74897-1.

Abstract

This paper introduces a novel approach to life-testing using Extended Dagum (EXD) percentiles within the framework of group inspection plans. The methodology focuses on optimizing sample sizes and analyzing termination time ratios to enhance the reliability of quality control procedures. By leveraging the flexibility of the EXD distribution, the proposed approach accurately models complex survival data, accommodating heavy-tailed characteristics often encountered in practice. The study presents a detailed analysis of optimal sample sizes and the critical termination time ratios that balance producer and consumer risks. Through comprehensive simulations and real applications, the paper demonstrates the effectiveness of the proposed methodology in ensuring robust and efficient life-testing strategies, offering valuable insights for practitioners in industries such as manufacturing, engineering, and reliability analysis.

摘要

本文介绍了一种在成组检验计划框架内使用扩展达古姆(EXD)百分位数进行寿命测试的新方法。该方法侧重于优化样本量并分析终止时间比率,以提高质量控制程序的可靠性。通过利用EXD分布的灵活性,所提出的方法能够准确地对复杂的生存数据进行建模,适应实际中经常遇到的重尾特征。该研究详细分析了平衡生产者和消费者风险的最优样本量和关键终止时间比率。通过全面的模拟和实际应用,本文证明了所提出方法在确保稳健和高效的寿命测试策略方面的有效性,为制造、工程和可靠性分析等行业的从业者提供了有价值的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/243e/11480367/a54dfeb8eec7/41598_2024_74897_Fig1_HTML.jpg

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