An alternate analysis of a 2x2 DOE using a contour plot of Weibull joint parameter confidence regions

E.A. Ware, D. Cooke
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引用次数: 2

Abstract

Before beginning an accelerated test program for implantable cardiac defibrillator/pacemaker leads, an initial phase of testing was performed to determine if test stations and operators could be used interchangeably. DOE and Monte Carlo simulations were used to set up the 2/spl times/2 test matrix and determine if the test would produce sufficient data. The Weibull analysis methods, including the contour plot, proved to be useful for analyzing the fatigue failure data as well as providing some insight to the analysis methods. The test results demonstrated no difference between the four runs at the 85% confidence level; however, one run was subtly different from the others. A subsequent investigation into the combined data indicated that the three parameter Weibull distribution is more suitable than the two parameter Weibull distribution. The two parameter Weibull must be used for the individual runs, due to the smaller samples sizes, even though the three parameter distribution may represent the best fit to the total population. The observed run-to-run variation may partially be due to the choice of the simpler two parameter Weibull distribution. It is concluded that the effects of test station and operator on Weibull parameters /spl beta/ and /spl eta/, are not significant at the 85% confidence level (this conclusion also holds for higher confidence levels because the intersecting area increases as the confidence level increases). It is also concluded that the three parameter Weibull model yields a better fit than the two parameter Weibull model, for this particular lead specimen, this test method, and when the sample size is sufficient.
使用威布尔关节参数置信区域等高线图的2x2 DOE的替代分析
在开始对植入式心脏除颤器/起搏器导联进行加速测试之前,进行了初始阶段的测试,以确定测试站和操作人员是否可以互换使用。采用DOE和蒙特卡罗模拟建立了2/ sp1次/2测试矩阵,并确定测试是否会产生足够的数据。包括等高线图在内的威布尔分析方法对疲劳失效数据的分析具有一定的指导意义。测试结果显示,在85%的置信水平上,四次运行之间没有差异;然而,有一次跑步与其他跑步略有不同。对组合数据的后续研究表明,三参数威布尔分布比两参数威布尔分布更合适。由于样本量较小,即使三参数分布可能代表对总体的最佳拟合,也必须对单个运行使用双参数威布尔。观察到的运行间变化可能部分是由于选择了更简单的双参数威布尔分布。可以得出结论,在85%的置信水平下,试验站和操作者对威布尔参数/spl beta/和/spl eta/的影响不显著(这一结论也适用于更高的置信水平,因为相交面积随着置信水平的增加而增加)。对于特定的铅试样、该试验方法以及在样本量足够的情况下,三参数威布尔模型的拟合效果优于二参数威布尔模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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