推断应力强度可靠性与指数化概括的马歇尔·奥尔金-G分布的推断
1Prince Sattam Bin Abdulaziz University, College of Arts and Sciences, Al-Kharj, KSA.
PloS one
|August 9, 2023
概括
本研究引入了使用指数化概括马歇尔·奥尔金G家族的应力强度可靠性模型. 它提供了估计可靠性和比较分销业绩的方法.
科学领域:
- 统计 统计 统计 统计
- 可靠性工程可靠性工程
- 可能性理论概率理论.
背景情况:
- 可靠性模型对于系统性能评估至关重要.
- 马歇尔-奥尔金G家族在建模方面提供了灵活性.
- 应力强度模型评估压力下的组件可靠性.
研究的目的:
- 引入一种基于指数化概括的马歇尔·奥尔金G家族的应力强度可靠性模型.
- 为这个模型开发统计推理方法.
- 通过模拟和真实世界的数据来评估模型的性能.
主要方法:
- 应力强度可靠性的最大概率估计 (MLE).
- 异常和启动信任区间. 异常和启动信任区间.
- 贝叶斯推论用于可靠性估计.
- 蒙特卡洛模拟用于绩效评估.
- 实际应用的真实数据分析.
主要成果:
- 这篇论文为应力强度可靠性函数推导了最大概率估计器 (MLE).
- 建立了异常和启动的置信区间.
- 介绍了贝叶斯推理方法.
- 模拟研究验证了MLE和贝叶斯估计的准确性.
- 真实数据应用证明了模型的实用性和比较性能.
结论:
- 拟议的模型为应力强度可靠性分析提供了一个强大的框架.
- 开发的估计和推断技术是有效的.
- 指数化概括的马歇尔·奥尔金G家族显示出可靠性建模的前景.
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