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Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution

Tensile strength f(t) and fracture toughness K(IC) of ceramic are not deterministic properties or fixed values, but fluctuate within certain ranges. A nonlinear elastic fracture mechanics model was developed in this study and combined with the common normal distribution to predict ceramic’s f(t) and...

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Autores principales: Zhang, Chunguo, Yang, Shuangge
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427214/
https://www.ncbi.nlm.nih.gov/pubmed/30832330
http://dx.doi.org/10.3390/ma12050727
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author Zhang, Chunguo
Yang, Shuangge
author_facet Zhang, Chunguo
Yang, Shuangge
author_sort Zhang, Chunguo
collection PubMed
description Tensile strength f(t) and fracture toughness K(IC) of ceramic are not deterministic properties or fixed values, but fluctuate within certain ranges. A nonlinear elastic fracture mechanics model was developed in this study and combined with the common normal distribution to predict ceramic’s f(t) and K(IC) with consideration of their scatters in a statistical sense. In the model, the relative characteristic crack size a*(ch)/G (characteristic crack size a*(ch), average grain size G) was determined based on the fracture measurements on five types of ceramics with different G from 2 to 20 μm in the reference (Usami S, et al., Eng. Fract Mech. 1986, 23, 745). The combined application of the model and normal distribution has two functions: (i) probabilistic f(t) and K(IC) can be derived from seemingly randomly varied fracture tests on small ceramic specimens containing different initial defects/cracks, and (ii) with f(t) or K(IC) values (corresponding mean and standard deviation), fracture strength of heterogeneous samples with and without cracks can be predicted by considering scatter described by specified reliability. For the fine ceramics, the predicted results containing the mean and the upper and lower bounds with 96% reliability gained with the model, match very well with the experimental results (a, σ(N)).
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spelling pubmed-64272142019-04-15 Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution Zhang, Chunguo Yang, Shuangge Materials (Basel) Article Tensile strength f(t) and fracture toughness K(IC) of ceramic are not deterministic properties or fixed values, but fluctuate within certain ranges. A nonlinear elastic fracture mechanics model was developed in this study and combined with the common normal distribution to predict ceramic’s f(t) and K(IC) with consideration of their scatters in a statistical sense. In the model, the relative characteristic crack size a*(ch)/G (characteristic crack size a*(ch), average grain size G) was determined based on the fracture measurements on five types of ceramics with different G from 2 to 20 μm in the reference (Usami S, et al., Eng. Fract Mech. 1986, 23, 745). The combined application of the model and normal distribution has two functions: (i) probabilistic f(t) and K(IC) can be derived from seemingly randomly varied fracture tests on small ceramic specimens containing different initial defects/cracks, and (ii) with f(t) or K(IC) values (corresponding mean and standard deviation), fracture strength of heterogeneous samples with and without cracks can be predicted by considering scatter described by specified reliability. For the fine ceramics, the predicted results containing the mean and the upper and lower bounds with 96% reliability gained with the model, match very well with the experimental results (a, σ(N)). MDPI 2019-03-02 /pmc/articles/PMC6427214/ /pubmed/30832330 http://dx.doi.org/10.3390/ma12050727 Text en © 2019 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
Zhang, Chunguo
Yang, Shuangge
Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title_full Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title_fullStr Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title_full_unstemmed Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title_short Probabilistic Prediction of Strength and Fracture Toughness Scatters for Ceramics Using Normal Distribution
title_sort probabilistic prediction of strength and fracture toughness scatters for ceramics using normal distribution
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427214/
https://www.ncbi.nlm.nih.gov/pubmed/30832330
http://dx.doi.org/10.3390/ma12050727
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AT yangshuangge probabilisticpredictionofstrengthandfracturetoughnessscattersforceramicsusingnormaldistribution