Monitoring coefficient of variation using one-sided run rules control charts in the presence of measurement errors

被引:10
|
作者
Phuong Hanh Tran [1 ]
Heuchenne, Cedric [1 ]
Huu Du Nguyen [2 ]
Marie, Helene [3 ,4 ]
机构
[1] Univ Liege, HEC Liege Management Sch, Liege, Belgium
[2] Dong A Univ, Inst Artificial Intelligence & Data Sci, Danang, Vietnam
[3] Ton Duc Thang Univ, Informetr Res Grp, Ho Chi Minh City, Vietnam
[4] Ton Duc Thang Univ, Fac Business Adm, Ho Chi Minh City, Vietnam
关键词
Run rules chart; Markov chain; coefficient of variation; measurement errors; anomaly detection;
D O I
10.1080/02664763.2020.1787356
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
We investigate, in this paper, the effect of the measurement error (ME) on the performance of Run Rules control charts monitoring the coefficient of variation (CV) squared. The previous Run Rules CV chart in the literature is improved slightly by monitoring the CV squared using two one-sided Run Rules charts instead of monitoring the CV itself using a two-sided chart. The numerical results show that this improvement gives better performance in detecting process shifts. Moreover, we will show through simulation that theprecisionandaccuracyerrors do have a negative effect on the performance of the proposed Run Rules charts. We also find out that taking multiple measurements per item is not an effective way to reduce these negative effects. The proposed Run Rules control charts can be applied in the anomaly detection area.
引用
收藏
页码:2178 / 2204
页数:27
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