Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1783405160446296064 |
---|---|
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)). |
format | Online Article Text |
id | pubmed-6427214 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhangchunguo probabilisticpredictionofstrengthandfracturetoughnessscattersforceramicsusingnormaldistribution AT yangshuangge probabilisticpredictionofstrengthandfracturetoughnessscattersforceramicsusingnormaldistribution |