Enhancing the performance of CUSUM scale chart

被引:42
作者
Abbasi, Saddam Akber [1 ]
Riaz, Muhammad [2 ,3 ]
Miller, Arden [1 ]
机构
[1] Univ Auckland, Dept Stat, Auckland 1, New Zealand
[2] King Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
[3] Quaid I Azam Univ, Dept Stat, Islamabad, Pakistan
关键词
Average run length (ARL); Control chart; CUSUM; In-control; Markov chain; Out-of-control; MONITORING PROCESS VARIABILITY; WEIGHTED MOVING VARIANCE; RUN-LENGTH DISTRIBUTION; QUALITY-CONTROL SCHEMES; MARKOV-CHAIN APPROACH; INDIVIDUAL OBSERVATIONS; RULES;
D O I
10.1016/j.cie.2012.03.013
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Control charts act as the most important statistical process monitoring tool, widely used for the purpose of identifying unusual variations in process parameters. Researchers have implemented different rules to increase the sensitivity of Shewhart, CUSUM and EWMA control charts for the detection of small shifts in process location. However, for the monitoring of process scale, the use of such rules has been limited to Shewhart charts. This study proposes the implementation of sensitizing rules in CUSUM scale charts to enhance their ability to detect smaller changes in process variability. The performance of the proposed schemes is evaluated and compared with the simple scale CUSUM scheme, the EWMS chart, the M-EWMS chart and the COMB chart, in terms of run length characteristics such as average run length (ARL) and standard deviation of the run length distribution (SDRL). Control chart coefficients to set the ARL at the desired level are also provided. Two numerical examples are given to illustrate the application of the proposed schemes on practical data sets. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:400 / 409
页数:10
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