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Applying Bootstrap Method to the Types Ⅰ-Ⅱ Errors in the Measurement System

机译:Bootstrap方法在测量系统中Ⅰ-Ⅱ型误差中的应用

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摘要

This paper attempts to evaluate different methods of calculating the type-Ⅰ and type-Ⅱ errors in the measurement system. Furthermore, we apply the Bootstrap method to construct the confidence intervals for the type-Ⅰ and type-Ⅱ errors. Also, the proposed method is compared with the generalized inference method. Several factors such as the sample size, the measurement error, the process mean, and the process variation are simulated to validate the performance. The simulation results show that both methods almost have the same performance. In addition, we develop a computer program that can evaluate the error of measurement system without changing information or data. Two case studies of the nano measurement data are used to demonstrate the application. The simulation results indicate that the sample size has an influence for all cases. The type-Ⅰ and type-Ⅱ errors are decreased when the measurement error is increased. The type-Ⅰ and type-Ⅱ errors are affected by the measurement error, the process mean, and the process deviation. The case studies show that the development of nano technology requires the immediate attention of the measurement capability.
机译:本文试图评估在测量系统中计算Ⅰ型和Ⅱ型误差的不同方法。此外,我们运用Bootstrap方法构造了Ⅰ型和Ⅱ型误差的置信区间。此外,将所提出的方法与广义推断方法进行了比较。模拟了诸如样本大小,测量误差,过程平均值和过程变化等因素,以验证性能。仿真结果表明,两种方法几乎具有相同的性能。另外,我们开发了一种计算机程序,可以在不更改信息或数据的情况下评估测量系统的误差。纳米测量数据的两个案例研究用于证明该应用。仿真结果表明,样本大小对所有情况都有影响。当测量误差增加时,Ⅰ型和Ⅱ型误差减小。 Ⅰ型和Ⅱ型误差受测量误差,过程平均值和过程偏差的影响。案例研究表明,纳米技术的发展需要立即关注测量能力。

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