Nonparametric control charts based on runs and Wilcoxon-type rank-sum statistics

被引:34
作者
Balakrishnan, N. [2 ]
Triantafyllou, I. S. [1 ]
Koutras, M. V. [1 ]
机构
[1] Univ Piraeus, Piraeus, Greece
[2] McMaster Univ, Hamilton, ON, Canada
关键词
Average run length; Distribution-free control charts; Exceedance statistics; Lehmann alternatives; Nonparametric methods; Shewhart (X)over-bar-chart; Statistical process control;
D O I
10.1016/j.jspi.2009.02.013
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
In this article, we introduce three new distribution-free Shewhart-type control charts that exploit run and Wilcoxon-type rank-sum statistics to detect possible shifts of a monitored process. Exact formulae for the alarm rate, the run length distribution, and the average run length (ARL) are all derived. A key advantage of these charts is that, due to their nonparametric nature, the false alarm rate (FAR) and in-control run length distribution is the same for all continuous process distributions. Tables are provided for the implementation of the charts for some typical FAR values. Furthermore, a numerical study carried Out reveals that the new charts are quite flexible and efficient in detecting shifts to Lehmann-type out-of-control situations. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:3177 / 3192
页数:16
相关论文
共 22 条
[1]   Data driven choice of control charts [J].
Albers, W ;
Kallenberg, WCM ;
Nurdiati, S .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2006, 136 (03) :909-941
[2]   Parametric control charts [J].
Albers, W ;
Kallenberg, WCM ;
Nurdiati, S .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2004, 124 (01) :159-184
[3]   Minimum control charts [J].
Albers, Willem ;
Kallenberg, Wilbert C. M. .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2008, 138 (03) :539-551
[4]  
[Anonymous], 1973, Nonparametric statistical methods
[5]   Distribution-free quality control charts based on signed-rank-like statistics [J].
Bakir, ST .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2006, 35 (04) :743-757
[6]  
Balakrishnan N, 2000, STAT IND TECHNOL, P355
[7]  
BALAKRISHNAN N, 2008, DISTRIBUTION FREE CO
[8]  
Balakrishnan N., 2001, System and Bayesian Reliability - Essays in Honor of Prof. Richard E. Barlow on his 70th Birthday, P105, DOI [10.1142/9789812799548_0007, DOI 10.1142/9789812799548_0007]
[9]  
Balakrishnan N., 2006, Precedence type tests and applications
[10]   A nonparametric Shewhart-type signed-rank control chart based on runs [J].
Chakraborti, S. ;
Eryilmaz, S. .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2007, 36 (02) :335-356