Copula-based reliability analysis of gamma degradation process and Weibull failure time

Author:

Mireh Somayeh,Khodadadi Ahmad,Haghighi Firoozeh

Abstract

Purpose The purpose of this paper is the reliability analysis for systems with dependent gamma degradation process and Weibull failure time. Design/methodology/approach Consider a life testing experiment in which a sample of n devices starts to operate at t=0 and the data are available on failure time and failure-evolving process on each individual, called in some contents wear or degradation. Ignoring the between performance characteristics dependency structure may lead us to different reliability estimations, while the dependency justly exists. In previous research, dependency between the degradation process and hard failure time has been studied in limited detail (special closed form expression). Thereafter, the dependency between two degradation processes with the same structure (gamma process) in a system is considered using the copula function. Findings The results indicate that ignoring the dependency structure may lead us to different reliability estimations while the dependency justly exists. Originality/value This study gives some contributions that evaluate reliability metrics with more than one failure mechanism that may not be independent and possibly follow a different distribution function. The authors have used the copula function as a basis to develop a proposal model and analysis methods. In addition, the authors discussed the identifiability of the copula. Finally, simulation data were used to review the suggested approach.

Publisher

Emerald

Subject

Strategy and Management,General Business, Management and Accounting

Reference32 articles.

1. Estimation in degradation models with explanatory variables;Lifetime Data Analysis,2001

2. Accelerated failure time models: a review;International Journal of Performability Engineering,2014

3. A review on degradation models in reliability analysis,2009

4. Parametric degradation model with multiple competing risks;Quality Technology & Quantitative Management,2011

5. On the linear degradation model with multiple failure modes;Journal of Applied Statistics,2010

Cited by 11 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Reliability analysis of uncertain random systems based on uncertain differential equation;Applied Mathematics and Computation;2023-08

2. Multivariate Modeling with Copulas and Engineering Applications;Springer Handbook of Engineering Statistics;2023

3. Likelihood-free Hamiltonian Monte Carlo for modeling piping degradation and remaining useful life prediction using the mixed gamma process;International Journal of Pressure Vessels and Piping;2022-12

4. Condition-based maintenance strategy for redundant systems with arbitrary structures using improved reinforcement learning;Reliability Engineering & System Safety;2022-09

5. Reliability aspects in a dynamic time-to-failure degradation-based model;Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability;2021-12-08

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3