A Phase I nonparametric Shewhart-type control chart based on the median

被引:35
|
作者
Graham, M. A. [2 ]
Human, S. W. [2 ]
Chakraborti, S. [1 ]
机构
[1] Univ Alabama, Dept Informat Syst Stat & Management Sci, Tuscaloosa, AL 35487 USA
[2] Univ Pretoria, Dept Stat, Hillcrest, South Africa
关键词
false alarm rate; false alarm probability; retrospective; prospective; distribution-free; multivariate hypergeometric;
D O I
10.1080/02664760903164913
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A nonparametric Shewhart-type control chart is proposed for monitoring the location of a continuous variable in a Phase I process control setting. The chart is based on the pooled median of the available Phase I samples and the charting statistics are the counts (number of observations) in each sample that are less than the pooled median. An exact expression for the false alarm probability (FAP) is given in terms of the multivariate hypergeometric distribution and this is used to provide tables for the control limits for a specified nominal FAP value (of 0.01, 0.05 and 0.10, respectively) and for some values of the sample size (n) and the number of Phase I samples (m). Some approximations are discussed in terms of the univariate hypergeometric and the normal distributions. A simulation study shows that the proposed chart performs as well as, and in some cases better than, an existing Shewhart-type chart based on the normal distribution. Numerical examples are given to demonstrate the implementation of the new chart.
引用
收藏
页码:1795 / 1813
页数:19
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