An EWMA chart for monitoring process mean

被引:20
|
作者
Awais, Muhammad [1 ]
Haq, Abdul [1 ]
机构
[1] Quaid I Azam Univ, Dept Stat, Islamabad, Pakistan
关键词
Average run length; control chart; EWMA; fast initial response; varied L-ranked set sampling; perfect and imperfect rankings; statistical process control; WEIGHTED MOVING AVERAGE; INITIAL RESPONSE FEATURES;
D O I
10.1080/00949655.2017.1421193
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the statistical process control literature, there exists several improved quality control charts based on cost-effective sampling schemes, including the ranked set sampling (RSS) and median RSS (MRSS). A generalized cost-effective RSS scheme has been recently introduced for efficiently estimating the population mean, namely varied L RSS (VLRSS). In this article, we propose a new exponentially weighted moving average (EWMA) control chart for monitoring the process mean using VLRSS, named the EWMA-VLRSS chart, under both perfect and imperfect rankings. The EWMA-VLRSS chart encompasses the existing EWMA charts based on RSS and MRSS (named the EWMA-RSS and EWMA-MRSS charts). We use extensive Monte Carlo simulations to compute the run length characteristics of the EWMA-VLRSS chart. The proposed chart is then compared with the existing EWMA charts. It is found that, with either perfect or imperfect rankings, the EWMA-VLRSS chart is more sensitive than the EWMA-RSS and EWMA-MRSS charts in detecting small to large shifts in the process mean. A real dataset is also used to explain the working of the EWMA-VLRSS chart.
引用
收藏
页码:1003 / 1025
页数:23
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