An EWMA-type chart based on signed ranks with exact run length properties

ABSTRACT In this work, a new distribution-free Phase II EWMA-type chart based on the Wilcoxon signed rank statistic is introduced and its exact Run Length properties are discussed. A proper discrete Markov-chain approach is used for the determination of the Average Run Length in the in-control and out-of-control process operating conditions and its exact performance is derived without any knowledge of the distribution of sample observations. In addition, an algorithm for the determination of the chart's optimal design has been developed. Moreover, the performance of our proposed chart is compared with several existing nonparametric schemes available from the literature. Finally, two illustrative examples are provided to show the practical implementation of our proposed chart.

[1]  Szu Hui Ng,et al.  Nonparametric CUSUM and EWMA Control Charts for Detecting Mean Shifts , 2010 .

[2]  Vaidyanathan Ramaswami,et al.  Introduction to Matrix Analytic Methods in Stochastic Modeling , 1999, ASA-SIAM Series on Statistics and Applied Mathematics.

[3]  N. Balakrishnan,et al.  A Generally Weighted Moving Average Signed‐rank Control Chart , 2016, Qual. Reliab. Eng. Int..

[4]  E. S. Page CONTINUOUS INSPECTION SCHEMES , 1954 .

[5]  Subha Chakraborti,et al.  A nonparametric exponentially weighted moving average signed-rank chart for monitoring location , 2011, Comput. Stat. Data Anal..

[6]  Joseph Wu,et al.  Bayesian modeling of factorial time-course data with applications to a bone aging gene expression study , 2020, Journal of applied statistics.

[7]  Giovanni Celano,et al.  An EWMA-type sign chart with exact run length properties , 2019, Journal of Quality Technology.

[8]  S. W. Roberts Properties of control chart zone tests , 1958 .

[9]  Philippe Castagliola,et al.  A new nonparametric adaptive EWMA control chart with exact run length properties , 2019, Comput. Ind. Eng..

[10]  Philippe Castagliola,et al.  A new memory-type monitoring technique for count data , 2015, Comput. Ind. Eng..

[11]  Tahir Nawaz,et al.  A new nonparametric double exponentially weighted moving average control chart , 2019, Qual. Reliab. Eng. Int..

[12]  Smiley W. Cheng,et al.  A new nonparametric EWMA Sign Control Chart , 2011, Expert Syst. Appl..

[13]  Muhammad Azam,et al.  A new exponentially weighted moving average sign chart using repetitive sampling , 2014 .

[14]  Giovanni Celano,et al.  On the implementation of the Shewhart sign control chart for low-volume production , 2016 .

[15]  D. A. Evans,et al.  An approach to the probability distribution of cusum run length , 1972 .

[16]  Amitava Mukherjee,et al.  Distribution-free exponentially weighted moving average control charts for monitoring unknown location , 2012, Comput. Stat. Data Anal..

[17]  Abdul Haq,et al.  A new nonparametric synthetic EWMA control chart for monitoring process mean , 2019, Commun. Stat. Simul. Comput..

[18]  Muhammad Riaz,et al.  A sensitive non-parametric EWMA control chart , 2015 .

[19]  Smiley W. Cheng,et al.  A new non‐parametric CUSUM mean chart , 2011, Qual. Reliab. Eng. Int..

[20]  M. A. Graham,et al.  Nonparametric (distribution-free) control charts: An updated overview and some results , 2019, Quality Engineering.

[21]  Shin-Li Lu,et al.  An Extended Nonparametric Exponentially Weighted Moving Average Sign Control Chart , 2015, Qual. Reliab. Eng. Int..

[22]  Muhammad Riaz,et al.  An Efficient Nonparametric EWMA Wilcoxon Signed‐Rank Chart for Monitoring Location , 2017, Qual. Reliab. Eng. Int..

[23]  Muhammad Riaz,et al.  Enhanced nonparametric control charts under simple and ranked set sampling schemes , 2020, Trans. Inst. Meas. Control.

[24]  M. A. Graham,et al.  A Nonparametric EWMA Sign Chart for Location Based on Individual Measurements , 2011 .

[25]  Raid W. Amin,et al.  A nonparametric exponentially weighted moving average control scheme , 1991 .

[26]  S. Chakraborti,et al.  Nonparametric Control Charts: An Overview and Some Results , 2001 .

[27]  Christian H. Weiß,et al.  EWMA Monitoring of Correlated Processes of Poisson Counts , 2009 .

[28]  M. R. Reynolds,et al.  Nonparametric quality control charts based on the sign statistic , 1995 .

[29]  Robert L. Mccornack,et al.  Extended Tables of the Wilcoxon Matched Pair Signed Rank Statistic , 1965 .