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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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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. |
format | Online Article Text |
id | pubmed-5456960 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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