Reliability analysis of products based on proportional hazard model with degradation trend and environmental factor

Huiling Zheng, Xuefeng Kong, Houbao Xu, Jun Yang*

*此作品的通讯作者

科研成果: 期刊稿件文章同行评审

29 引用 (Scopus)

摘要

Degradation data and lifetime data have been broadly used for assessing product and system reliability. To utilize the two kinds of data simultaneously, the proportional hazard (PH) model with degradation data as a covariate is proposed for reliability analysis. However, most existing works focus on modeling the PH model with degradation state as a covariate, while the degradation trend is ignored, which makes the PH model unable to carry out reliability prediction directly. Confronted with that, a new PH model with the degradation trend and environmental factor as covariates is developed in this paper. The Wiener process is firstly applied to depict the degradation trend, then the degradation trend and temperature are used as covariates to establish the PH model, and a closed-form of the reliability is derived by the Taylor approximation. Based on the degradation data under actual ambient conditions, the real-time updated reliability prediction is provided to guide the health management of products and systems. The simulation study validates that the proposed model outperforms two existing models in terms of Mean Square Error (MSE). Finally, a real-world example of MOSFET is presented to demonstrate the implementation of the proposed method.

源语言英语
文章编号107964
期刊Reliability Engineering and System Safety
216
DOI
出版状态已出版 - 12月 2021

指纹

探究 'Reliability analysis of products based on proportional hazard model with degradation trend and environmental factor' 的科研主题。它们共同构成独一无二的指纹。

引用此