Optimal design of one-sided exponential EWMA charts based on median run length and expected median run length

被引:11
|
作者
Qiao, YuLong [1 ]
Sun, JinSheng [1 ]
Castagliola, Philippe [2 ,3 ]
Hu, XueLong [4 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing, Peoples R China
[2] Univ Nantes, Nantes, France
[3] LS2N UMR CNRS 6004, Nantes, France
[4] Nanjing Univ Posts & Telecommun, Sch Management, Nanjing 210003, Peoples R China
基金
中国国家自然科学基金; 国家教育部科学基金资助;
关键词
Exponential chart; median run length; expected median run length; exponentially weighted moving average chart; OPTIMAL STATISTICAL DESIGN; CUSUM CHARTS; TIME; RULES;
D O I
10.1080/03610926.2020.1782937
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
Exponential type charts are useful tools to monitor the time between events in high-quality processes with a low defect rate. Most studies on exponential charts are designed with the average run length (ARL) metric. The only use ofARLin the design of control charts is sometimes criticized because the shape of the run length (RL) distribution of control charts changes with the shift size. In fact, theRLdistribution of the exponential exponentially weighted moving average (EWMA) chart is skewed, especially when the process is in-control. Hence, the median run length (MRL) serves as a more meaningful indicator. Moreover, in some situations, the shift size in the process is unknown in advance. Under this case, the expected median run length (EMRL) can be used as the metric. In this paper, theRLproperties of both the upper- and lower-sided exponential EWMA charts are studied through a Markov chain approach. Two optimal design procedures are developed for one-sided exponential EWMA charts based on theMRLandEMRL, respectively. The choices of reflecting boundaries for one-sided exponential EWMA charts are discussed through many numerical studies. TheMRLandEMRLperformances of the one-sided exponential EWMA charts are investigated.
引用
收藏
页码:2887 / 2907
页数:21
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