基于随机效应Wiener过程的多应力因素加速退化试验可靠性评估模型

IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
PLoS ONE Pub Date : 2025-06-10 eCollection Date: 2025-01-01 DOI:10.1371/journal.pone.0325117
Qianqian Huang, Jiayin Tang, Xuefeng Feng
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引用次数: 0

摘要

在实际应用中,产品通常同时受到多种应力因素(包括环境应力和操作应力)的影响。然而,现有的加速退化试验工作主要集中在单一应力因素的情况下。这激发了开发涉及多种应力因素的加速退化试验的可靠性评估模型的需求。因此,本文提出了一种同时考虑多种应力因素、随机效应和测量误差的基于Wiener过程的加速退化试验模型。然后得到了Wiener加速退化试验模型在正常工况下的寿命分布的显式表达式,以及该模型的近似平均寿命。此外,利用轮廓似然法导出了模型参数的最大似然估计,并得到了正常工况下某些可靠性指标的最大似然估计。此外,我们还利用偏差校正和加速百分位自举法构造了模型参数和一些可靠性指标的置信区间。最后,通过大量的仿真研究和数值算例验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Reliability assessment model for multiple stress factors accelerated degradation test using a Wiener process with random effects.

Reliability assessment model for multiple stress factors accelerated degradation test using a Wiener process with random effects.

Reliability assessment model for multiple stress factors accelerated degradation test using a Wiener process with random effects.

Reliability assessment model for multiple stress factors accelerated degradation test using a Wiener process with random effects.

In practical applications, products are usually exposed to multiple stress factors (including environmental stresses and operating stresses) simultaneously. However, existing work on accelerated degradation test mainly focuses on the case of a single stress factor. This motivates the need to develop a reliability assessment model for accelerated degradation test involving multiple stress factors. Therefore, this paper proposes a Wiener process-based accelerated degradation test model that simultaneously considers multiple stress factors, random effects and measurement errors. Then the explicit expression for the lifetime distribution under normal operating conditions of the proposed Wiener accelerated degradation test model is obtained, along with its approximate mean lifetime. In addition, the maximum likelihood estimates of model parameters are derived using the profile likelihood approach, and maximum likelihood estimates for some reliability metrics under normal operating conditions are also obtained. Besides, we construct confidence intervals for model parameters and some reliability metrics using the bias-corrected and accelerated percentile bootstrap method. Finally, the performance of the proposed method is demonstrated by extensive simulation studies, and a numerical example.

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来源期刊
PLoS ONE
PLoS ONE 生物-生物学
CiteScore
6.20
自引率
5.40%
发文量
14242
审稿时长
3.7 months
期刊介绍: PLOS ONE is an international, peer-reviewed, open-access, online publication. PLOS ONE welcomes reports on primary research from any scientific discipline. It provides: * Open-access—freely accessible online, authors retain copyright * Fast publication times * Peer review by expert, practicing researchers * Post-publication tools to indicate quality and impact * Community-based dialogue on articles * Worldwide media coverage
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