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Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites

This paper verifies the feasibility of the relative entropy method in selecting the most suitable statistical distribution for the experimental data, which do not follow an exponential distribution. The efficiency of the relative entropy method is tested through the fractional order moment and the l...

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Detalles Bibliográficos
Autores principales: Yuan, Changsheng, Liang, Yingjie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7917977/
https://www.ncbi.nlm.nih.gov/pubmed/33670369
http://dx.doi.org/10.3390/e23020224
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author Yuan, Changsheng
Liang, Yingjie
author_facet Yuan, Changsheng
Liang, Yingjie
author_sort Yuan, Changsheng
collection PubMed
description This paper verifies the feasibility of the relative entropy method in selecting the most suitable statistical distribution for the experimental data, which do not follow an exponential distribution. The efficiency of the relative entropy method is tested through the fractional order moment and the logarithmic moment in terms of the experimental data of carbon fiber/epoxy composites with different stress amplitudes. For better usage of the relative entropy method, the efficient range of its application is also studied. The application results show that the relative entropy method is not very fit for choosing the proper distribution for non-exponential random data when the heavy tail trait of the experimental data is emphasized. It is not consistent with the Kolmogorov–Smirnov test but is consistent with the residual sum of squares in the least squares method whenever it is calculated by the fractional moment or the logarithmic moment. Under different stress amplitudes, the relative entropy method has different performances.
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spelling pubmed-79179772021-03-02 Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites Yuan, Changsheng Liang, Yingjie Entropy (Basel) Article This paper verifies the feasibility of the relative entropy method in selecting the most suitable statistical distribution for the experimental data, which do not follow an exponential distribution. The efficiency of the relative entropy method is tested through the fractional order moment and the logarithmic moment in terms of the experimental data of carbon fiber/epoxy composites with different stress amplitudes. For better usage of the relative entropy method, the efficient range of its application is also studied. The application results show that the relative entropy method is not very fit for choosing the proper distribution for non-exponential random data when the heavy tail trait of the experimental data is emphasized. It is not consistent with the Kolmogorov–Smirnov test but is consistent with the residual sum of squares in the least squares method whenever it is calculated by the fractional moment or the logarithmic moment. Under different stress amplitudes, the relative entropy method has different performances. MDPI 2021-02-11 /pmc/articles/PMC7917977/ /pubmed/33670369 http://dx.doi.org/10.3390/e23020224 Text en © 2021 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
Yuan, Changsheng
Liang, Yingjie
Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title_full Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title_fullStr Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title_full_unstemmed Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title_short Relative Entropy Method Applied for the Fatigue Life Distribution of Carbon Fiber/Epoxy Composites
title_sort relative entropy method applied for the fatigue life distribution of carbon fiber/epoxy composites
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7917977/
https://www.ncbi.nlm.nih.gov/pubmed/33670369
http://dx.doi.org/10.3390/e23020224
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