A new auxiliary information based cumulative sum median control chart for location monitoring

被引:10
|
作者
Hussain, Shahid [1 ,2 ]
Song, Li-xin [1 ]
Ahmad, Shabbir [3 ]
Riaz, Muhammad [4 ]
机构
[1] Dalian Univ Technol, Sch Math Sci, Dalian 116024, Peoples R China
[2] COMSATS Inst Informat Technol, Dept Math, Attock 43600, Pakistan
[3] COMSATS Inst Informat Technol, Dept Math, Wah Cantt 47040, Pakistan
[4] King Fahad Univ Petr & Minerals, Dept Math & Stat, Dhahran 31261, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Average run length; Auxiliary information; CUSUM control charts; Location parameter; Median control charts; RANKIT CONTROL CHART; CUSUM; PERFORMANCE; ROBUSTNESS; ESTIMATOR; STRENGTH;
D O I
10.1631/FITEE.1700428
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Control charts are commonly used tools in statistical process control for the detection of shifts in process parameters. Shewhart-type charts are efficient for large shift values, whereas cumulative sum (CUSUM) charts are effective in detecting medium and small shifts. Control chart use commonly assumes that data are free of outliers and parameters are known or correctly estimated based on an in-control process. In practice, these assumptions are not often true because some processes occasionally have outliers. Monitoring the location parameter is usually based on mean charts, which are seriously affected by violations of these assumptions. In this paper we propose several CUSUM median control charts based on auxiliary variables, and offer comparisons with their corresponding mean control charts. To monitor the location parameter, we examined the performance of mean and median control charts in the presence and absence of outliers. Both symmetric and non-symmetric processes were studied to examine the properties of the proposed control charts to monitor the location parameter using CUSUM control charts. We used different run length measures to study in-control and out-of-control performances of CUSUM charts. Results revealed that our proposed control charts perform much better than the traditional charts in the presence of outliers. A real application of our study was provided using data on concrete compressive strength as it relates to the quality of cement manufacturing.
引用
收藏
页码:554 / 570
页数:17
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