降级(电信)
化学
环境科学
工作(物理)
生产(经济)
产量(工程)
废物管理
工艺工程
原材料
产品(数学)
作者
Bingxin Yan,Zhi‐Sheng Ye,Loon Ching Tang
标识
DOI:10.1080/24725854.2025.2561564
摘要
For highly reliable products that degrade over time, it is not uncommon to observe an initial period during which no failure occurs. In this paper, a degradation model that gives rise to a first passage time distribution with failure-free life is proposed as a more plausible model compared to many common models. We call it Beta process as its increments are approximated by three-parameter Beta distributions. We start with a discrete time process as a degradation process is commonly measured at regular time intervals. We derive a closed-form first passage time distribution under a constant failure threshold. Closed-form maximum likelihood (ML)-type estimators are developed for the parameters of the Beta process. Then, the discrete time process is extended to the case of a continuous time process. Comprehensive simulations and case studies show that the Beta processes outperform many common degradation processes in reliability estimation.
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