Distribution-free mixed cumulative sum-exponentially weighted moving average control charts for detecting mean shifts

被引:21
作者
Malela-Majika, Jean-Claude [1 ]
Rapoo, Eeva [1 ]
机构
[1] Univ South Africa, Coll Sci Engn & Technol, Dept Stat, ZA-0002 Pretoria, South Africa
关键词
distribution-free control charts; Monte Carlo method; performance measures; robust MCE and MEC schemes; statistical process control; Wilcoxon rank-sum test; EWMA CONTROL CHARTS; CUSUM;
D O I
10.1002/qre.2162
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, we propose distribution-free mixed cumulative sum-exponentially weighted moving average (CUSUM-EWMA) and exponentially weighted moving average-cumulative sum (EWMA-CUSUM) control charts based on the Wilcoxon rank-sum test for detecting process mean shifts without any distributional assumption of the underlying quality process. The performances of the proposed charts are measured through the average run-length, relative mean index, average extra quadratic loss, and average ratio of the average run-length and performance comparison index. It is found that the proposed charts perform better than its counterparts considered in this paper under non-normal distributions and outperform the classical mixed CUSUM-EWMA and EWMA-CUSUM charts in many cases under the normal distribution. The effect of the phase I sample size is also investigated on the phase II performance of the proposed charts. A numerical illustration is given to demonstrate the implementation and simplicity of the proposed charts.
引用
收藏
页码:1983 / 2002
页数:20
相关论文
共 23 条
  • [1] Mixed Exponentially Weighted Moving AverageCumulative Sum Charts for Process Monitoring
    Abbas, Nasir
    Riaz, Muhammad
    Does, Ronald J. M. M.
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2013, 29 (03) : 345 - 356
  • [2] Enhancing the Performance of EWMA Charts
    Abbas, Nasir
    Riaz, Muhammad
    Does, Ronald J. M. M.
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2011, 27 (06) : 821 - 833
  • [3] [Anonymous], QUALITY RELIABILITY
  • [4] [Anonymous], P 2009 WOLD C ENG LO
  • [5] Chakraborti S., 2011, Handbook of Methods and Applications of Statistics: Engineering, Quality Control, and Physical Sciences, P298
  • [6] Hawkins D.M., 1998, STAT ENGN PHYS SCI
  • [7] Effects of parameter estimation on control chart properties: A literature review
    Jensen, Willis A.
    Jones-Farmer, L. Allison
    Champ, Charles W.
    Woodall, William H.
    [J]. JOURNAL OF QUALITY TECHNOLOGY, 2006, 38 (04) : 349 - 364
  • [8] Adaptive CUSUM procedures with EWMA-based shift estimators
    Jiang, Wei
    Shu, Lianjie
    Apley, Daniel W.
    [J]. IIE TRANSACTIONS, 2008, 40 (10) : 992 - 1003
  • [9] Nonparametric CUSUM and EWMA Control Charts for Detecting Mean Shifts
    Li, Su-Yi
    Tang, Loon-Ching
    Ng, Szu-Hui
    [J]. JOURNAL OF QUALITY TECHNOLOGY, 2010, 42 (02) : 209 - 226
  • [10] Distribution-free Phase II Mann-Whitney control charts with runs-rules
    Malela-Majika, J. C.
    Chakraborti, S.
    Graham, M. A.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2016, 86 (1-4) : 723 - 735