针对多种应力因素的可靠性评估模型,采用维纳过程和随机效应的加速降解试验
Qianqian Huang1,2, Jiayin Tang3, Xuefeng Feng3
1College of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu, Sichuan, China.
PloS one
|June 10, 2025
概括
这项研究引入了一个新的可靠性模型,用于在多个压力因素下加速降解测试. 该模型在正常操作条件下准确预测产品寿命和可靠性指标.
科学领域:
- 可靠性工程可靠性工程
- 材料科学 材料科学 材料科学
- 统计建模 统计建模
背景情况:
- 现有的加速降解测试主要集中在单个压力因素上,限制了它们适用于同时存在环境和操作压力的真实场景的适用性.
- 对于可靠性评估模型的需求至关重要,这些模型可以同时处理多个压力因素,以更好地预测产品的寿命.
研究的目的:
- 开发一种基于维纳工艺的新型加速降解测试模型,可以考虑多个同时存在的压力因素,随机效应和测量错误.
- 使用拟议的模型,在正常操作条件下推导寿命分布和近似平均寿命.
主要方法:
- 使用维纳过程框架来模拟产品在多重压力下的降解.
- 采用概率概率方法来估计模型参数的最大概率.
- 应用偏差纠正和加速百分点启动方法来构建置信区间.
主要成果:
- 为生命周期分布及其在正常运行条件下的近似平均寿命得出了明确的表达式.
- 获得了模型参数和关键可靠性指标的最大概率估计.
- 成功构建了参数和可靠性指标的置信区间.
结论:
- 提出的基于维纳过程的模型有效地解决了在多个压力因素,随机效应和测量错误下加速降解的问题.
- 由此得出的寿命分布和可靠性指标为产品可靠性评估提供了宝贵的见解.
- 模拟研究和数值示例验证了开发方法的性能和适用性.
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