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Assessment of the Adequacy of Gauge Repeatability and Reproducibility Study Using a Monte Carlo Simulation

机译:使用蒙特卡洛模拟评估量规可重复性和再现性研究的充分性

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摘要

ANOVA gauge repeatability and reproducibility study is the most popular tool for measurement system analysis. Two experimental designs can be applied depending on the durability of the objects. If repeated measurements are possible or sufficient homogeneous nonrepeatable samples are available, crossed design is appropriate; otherwise, nested design should be used. In this paper, we investigated the adequacy of ANOVA gauge repeatability and reproducibility study from the perspective of practitioners. We proposed a Monte Carlo simulation that is close to the realistic procedure to evaluate the adequacy of both structures. During the evaluation, we considered the average performance metrics, percentage of correct decision, histogram shape, and symmetric mean absolute percentage error for the four popular performance metrics, namely,% Study Variation,% Contribution,% Tolerance, and the number of distinct categories. The experimental results show that the nested design fails to judge the precision of the gauge while the crossed design succeeds.
机译:方差分析仪的重复性和再现性研究是用于测量系统分析的最受欢迎的工具。根据物体的耐久性,可以应用两种实验设计。如果可能进行重复测量或有足够的均质不可重复样品,则采用交叉设计是合适的;否则,应使用嵌套设计。在本文中,我们从从业者的角度调查了ANOVA量规重复性和可重复性研究的充分性。我们提出了一种接近实际过程的蒙特卡洛模拟,以评估两种结构的适当性。在评估过程中,我们考虑了四种流行绩效指标的平均绩效指标,正确决策的百分比,直方图形状和对称平均绝对百分比误差,即研究变异百分比,贡献百分比,容忍百分比和不同类别的数量。实验结果表明,嵌套设计不能判断量规的精度,而交叉设计却可以成功。

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  • 来源
    《Mathematical Problems in Engineering》 |2017年第8期|7237486.1-7237486.15|共15页
  • 作者单位

    Hongik Univ, Sch Informat & Comp Engn, 94 Wausan Ro, Seoul 04066, South Korea;

    Oregon State Univ, Sch Mech Ind & Mfg Engn, Corvallis, OR 97330 USA;

    Myongji Univ, Dept Ind & Management Engn, 116 Myonggi Ro, Yongin 449728, Gyeonggi Di, South Korea;

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