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A Bayesian accelerated degradation studies on nitrile rubber O-ring

机译:丁腈橡胶O形圈的贝叶斯加速降解研究

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To research nitrile rubber O-rings' lifetime with less time and resources, and to reach a more convincing and statistic result, an accelerated degradation testing (ADT) is designed, which consists of a 90C pre-test and a step-stress test with 70 °C, 80 °C, 90 °C and 100 °C. Compression sets obtained from ADT are analyzed as degradation data, and degradation models were fitted to data using Bayesian method which easily accommodated uncertainties in the test. Then a relationship model between degradation model and temperature was built with support vector machines (SVM), so the step-stress data can be converted to data at 25 °C and the O-rings' 25 °C degradation models were obtained. Finally, with these models, nitrile rubber O-rings' lifetimes were studied by Bayesian method, and the lifetime's distribution was obtained, which predicted that the nitrile rubber O-ring will reach 60% compression set by 6.2 years at 25°C based on 97.5% confidence bands.
机译:为了用更少的时间和资源来研究丁腈橡胶O形圈的寿命,并获得更令人信服和统计的结果,设计了一种加速降解测试(ADT),该测试包括90C的预测试和逐步的应力测试。 70°C,80°C,90°C和100°C。从ADT获得的压缩变形将作为降级数据进行分析,并且使用贝叶斯方法将降级模型拟合到数据中,该模型很容易适应测试中的不确定性。然后利用支持向量机(SVM)建立了退化模型与温度之间的关系模型,从而可以将阶跃应力数据转换为25°C时的数据,并获得了O形圈的25°C退化模型。最后,利用这些模型,通过贝叶斯方法研究了丁腈橡胶O形圈的寿命,并获得了寿命分布,预测基于25°C的6.2年,丁腈橡胶O形圈将达到6.2年的60%压缩永久变形。 97.5%置信带。

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