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A General Accelerated Degradation Model Based on the Wiener Process

Accelerated degradation testing (ADT) is an efficient tool to conduct material service reliability and safety evaluations by analyzing performance degradation data. Traditional stochastic process models are mainly for linear or linearization degradation paths. However, those methods are not applicab...

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Detalles Bibliográficos
Autores principales: Liu, Le, Li, Xiaoyang, Sun, Fuqiang, Wang, Ning
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5456960/
https://www.ncbi.nlm.nih.gov/pubmed/28774107
http://dx.doi.org/10.3390/ma9120981
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author Liu, Le
Li, Xiaoyang
Sun, Fuqiang
Wang, Ning
author_facet Liu, Le
Li, Xiaoyang
Sun, Fuqiang
Wang, Ning
author_sort Liu, Le
collection PubMed
description Accelerated degradation testing (ADT) is an efficient tool to conduct material service reliability and safety evaluations by analyzing performance degradation data. Traditional stochastic process models are mainly for linear or linearization degradation paths. However, those methods are not applicable for the situations where the degradation processes cannot be linearized. Hence, in this paper, a general ADT model based on the Wiener process is proposed to solve the problem for accelerated degradation data analysis. The general model can consider the unit-to-unit variation and temporal variation of the degradation process, and is suitable for both linear and nonlinear ADT analyses with single or multiple acceleration variables. The statistical inference is given to estimate the unknown parameters in both constant stress and step stress ADT. The simulation example and two real applications demonstrate that the proposed method can yield reliable lifetime evaluation results compared with the existing linear and time-scale transformation Wiener processes in both linear and nonlinear ADT analyses.
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spelling pubmed-54569602017-07-28 A General Accelerated Degradation Model Based on the Wiener Process Liu, Le Li, Xiaoyang Sun, Fuqiang Wang, Ning Materials (Basel) Article Accelerated degradation testing (ADT) is an efficient tool to conduct material service reliability and safety evaluations by analyzing performance degradation data. Traditional stochastic process models are mainly for linear or linearization degradation paths. However, those methods are not applicable for the situations where the degradation processes cannot be linearized. Hence, in this paper, a general ADT model based on the Wiener process is proposed to solve the problem for accelerated degradation data analysis. The general model can consider the unit-to-unit variation and temporal variation of the degradation process, and is suitable for both linear and nonlinear ADT analyses with single or multiple acceleration variables. The statistical inference is given to estimate the unknown parameters in both constant stress and step stress ADT. The simulation example and two real applications demonstrate that the proposed method can yield reliable lifetime evaluation results compared with the existing linear and time-scale transformation Wiener processes in both linear and nonlinear ADT analyses. MDPI 2016-12-06 /pmc/articles/PMC5456960/ /pubmed/28774107 http://dx.doi.org/10.3390/ma9120981 Text en © 2016 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Le
Li, Xiaoyang
Sun, Fuqiang
Wang, Ning
A General Accelerated Degradation Model Based on the Wiener Process
title A General Accelerated Degradation Model Based on the Wiener Process
title_full A General Accelerated Degradation Model Based on the Wiener Process
title_fullStr A General Accelerated Degradation Model Based on the Wiener Process
title_full_unstemmed A General Accelerated Degradation Model Based on the Wiener Process
title_short A General Accelerated Degradation Model Based on the Wiener Process
title_sort general accelerated degradation model based on the wiener process
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5456960/
https://www.ncbi.nlm.nih.gov/pubmed/28774107
http://dx.doi.org/10.3390/ma9120981
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