An EWMA control chart for the multivariate coefficient of variation

被引:24
作者
Giner-Bosch, Vicent [1 ]
Kim Phuc Tran [2 ]
Castagliola, Philippe [3 ,4 ]
Khoo, Michael Boon Chong [5 ]
机构
[1] Univ Politecn Valencia, Ctr Qual & Change Management, Valencia, Spain
[2] Ecole Natl Super Arts & Ind Text, GEMTEX Lab, Roubaix, France
[3] Univ Nantes, Nantes, France
[4] LS2N UMR 6004, Nantes, France
[5] Univ Sains Malaysia, Sch Math Sci, Stat, George Town, Malaysia
关键词
average run length; doubly noncentral F distribution; EWMA; multivariate coefficient of variation; Nelder-Mead method; trimmed mean; STATISTICAL PROCESS-CONTROL;
D O I
10.1002/qre.2459
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Monitoring the multivariate coefficient of variation over time is a natural choice when the focus is on stabilising the relative variability of a multivariate process, as is the case in a significant number of real situations in engineering, health sciences, and finance, to name but a few areas. However, not many tools are available to practitioners with this aim. This paper introduces a new control chart to monitor the multivariate coefficient of variation through an exponentially weighted moving average (EWMA) scheme. Concrete methodologies to calculate the limits and evaluate the performance of the chart proposed and determine the optimal values of the chart's parameters are derived based on a theoretical study of the statistic being monitored. Computational experiments reveal that our proposal clearly outperforms existing alternatives, in terms of the average run length to detect an out-of-control state. A numerical example is included to show the efficiency of our chart when operating in practice.
引用
收藏
页码:1515 / 1541
页数:27
相关论文
共 41 条
[1]   Multivariate coefficients of variation: Comparison and influence functions [J].
Aerts, S. ;
Haesbroeck, G. ;
Ruwet, C. .
JOURNAL OF MULTIVARIATE ANALYSIS, 2015, 142 :183-198
[2]   A novel definition of the multivariate coefficient of variation [J].
Albert, Adelin ;
Zhang, Lixin .
BIOMETRICAL JOURNAL, 2010, 52 (05) :667-675
[3]   A variable sampling interval Shewhart control chart for monitoring the coefficient of variation in short production runs [J].
Amdouni, Asma ;
Castagliola, Philippe ;
Taleb, Hassen ;
Celano, Giovanni .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2017, 55 (19) :5521-5536
[4]   Monitoring the coefficient of variation using a variable sample size control chart in short production runs [J].
Amdouni, Asma ;
Castagliola, Philippe ;
Taleb, Hassen ;
Celano, Giovanni .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2015, 81 (1-4) :1-14
[5]  
[Anonymous], 2012, Springer Series in Computational Mathematics
[6]  
[Anonymous], 2007, Technical Report SUF-PFY/96-01
[7]  
[Anonymous], 2010, Statistical Distributions
[8]  
[Anonymous], MATH ITS APPL
[9]  
[Anonymous], SCIL FREE OP SOURC S
[10]  
Bennet B.M., 1977, Statistische Hefte, V18, P123