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Determination of the fatigue P-S-N curves - A critical review and improved backward statistical inference method

机译:疲劳P-S-N曲线的确定 - 一种临界评论和改进的后向统计推断方法

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摘要

To increase the prediction accuracy of small-number sample life data, improved backward statistical inference approach (ISIA) was formulated using the modified distribution coefficients while fitting the fatigue probabilistic S-N (P-S-N) curve. Based on the search path searching for fatigue parameters, the novel scheme captures the optimal coefficients that can efficiently correlate the life distribution and stress levels. The equivalent lives can be obtained through the conversion of fatigue life to the highest stress level. To acquire a realistic P-S-N curve of full-scale components, the life distribution effect of small-number samples can be considered when fitting curves. Results show that for a set of data with an accurate standard deviation at the first stress level, the predicted lifetime using the ISIA is approximately 8.7% of the conventional group method and is only 10.5% of the original backwards statistical inference method. Meanwhile, by comparing the predicted results with the fatigue life testing data of full-scale alloy steel EA4T axles, the accuracy of fatigue P-S-N curves by using ISIA is further confirmed. For the modern axle materials and welded structures widely used in railway vehicles, the newly-proposed ISIA can not only achieve a reliable fatigue life, particularly in the high cycle fatigue regime, but also provide a more conservative fatigue P-S-N curve than traditional fitting methods.
机译:为了提高小数字样品寿命数据的预测精度,使用修改的分布系数配制改进的后向统计推断方法(ISIA),同时拟合疲劳概率S-N(P-S-N)曲线。基于搜索疲劳参数的搜索路径,新颖方案捕获可以有效地关联生命分布和应力水平的最佳系数。通过将疲劳寿命转化为最高应力水平,可以获得等效的寿命。为了获取全尺寸组件的现实P-S-N曲线,在拟合曲线时可以考虑小数量样本的生命分布效果。结果表明,对于第一组压力水平具有精确标准偏差的一组数据,使用ISIA的预测寿命约为传统组方法的8.7%,仅为原始后向统计推理方法的10.5%。同时,通过将预测结果与全尺寸合金钢EA4T轴的疲劳寿命测试进行比较,进一步证实了通过使用ISIA的疲劳P-S-N曲线的精度。对于现代轴材料和焊接结构广泛用于铁路车辆,新的ISIA不仅可以实现可靠的疲劳寿命,特别是在高周期疲劳方案中,而且还提供比传统配件方法更保守的疲劳P-S-N曲线。

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