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

机译:基于正态分布的陶瓷强度和断裂韧性散射的概率预测

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摘要

Tensile strength ft and fracture toughness KIC 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 ft and KIC 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 ft and KIC can be derived from seemingly randomly varied fracture tests on small ceramic specimens containing different initial defects/cracks, and (ii) with ft or KIC 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, σN).
机译:陶瓷的拉伸强度ft和断裂韧性KIC不是确定性或固定值,而是在一定范围内波动。在这项研究中,开发了一个非线性弹性断裂力学模型,并与常见的正态分布相结合来预测陶瓷的ft和KIC,并从统计学意义上考虑它们的散布。在该模型中,根据参考样品中G的不同类型(从2到20μm)对五种陶瓷的断裂测量结果确定了相对特征裂纹尺寸a * ch / G(特征裂纹尺寸a * ch,平均晶粒尺寸G) (Usami S等人,Eng.Fract Mech.1986,23,745)。该模型与正态分布的组合应用具有两个功能:(i)概率ft和KIC可以从包含不同初始缺陷/裂纹的小型陶瓷试样上看似随机变化的断裂试验中得出,以及(ii)ft或KIC值(相应的均值和标准偏差),可以通过考虑由指定可靠性描述的散点来预测具有和不具有裂纹的异质样品的断裂强度。对于精细陶瓷,通过模型获得的预测结果包含平均值和上限和下限,可靠性为96%,与实验结果非常吻合(a,σN)。

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