An EWMA chart for monitoring process mean

被引:20
|
作者
Awais, Muhammad [1 ]
Haq, Abdul [1 ]
机构
[1] Quaid I Azam Univ, Dept Stat, Islamabad, Pakistan
关键词
Average run length; control chart; EWMA; fast initial response; varied L-ranked set sampling; perfect and imperfect rankings; statistical process control; WEIGHTED MOVING AVERAGE; INITIAL RESPONSE FEATURES;
D O I
10.1080/00949655.2017.1421193
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the statistical process control literature, there exists several improved quality control charts based on cost-effective sampling schemes, including the ranked set sampling (RSS) and median RSS (MRSS). A generalized cost-effective RSS scheme has been recently introduced for efficiently estimating the population mean, namely varied L RSS (VLRSS). In this article, we propose a new exponentially weighted moving average (EWMA) control chart for monitoring the process mean using VLRSS, named the EWMA-VLRSS chart, under both perfect and imperfect rankings. The EWMA-VLRSS chart encompasses the existing EWMA charts based on RSS and MRSS (named the EWMA-RSS and EWMA-MRSS charts). We use extensive Monte Carlo simulations to compute the run length characteristics of the EWMA-VLRSS chart. The proposed chart is then compared with the existing EWMA charts. It is found that, with either perfect or imperfect rankings, the EWMA-VLRSS chart is more sensitive than the EWMA-RSS and EWMA-MRSS charts in detecting small to large shifts in the process mean. A real dataset is also used to explain the working of the EWMA-VLRSS chart.
引用
收藏
页码:1003 / 1025
页数:23
相关论文
共 50 条
  • [1] An adaptive EWMA median chart for monitoring the process mean
    Teng, Huang
    Hu, Xuelong
    Tang, Anan
    Shu, Wu
    Min, Zhao
    [J]. PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 3817 - 3821
  • [2] Monitoring process mean and variability with one EWMA chart
    Chen, GM
    Cheng, SW
    Xie, HS
    [J]. JOURNAL OF QUALITY TECHNOLOGY, 2001, 33 (02) : 223 - 233
  • [3] An efficient adaptive EWMA control chart for monitoring the process mean
    Haq, Abdul
    Gulzar, Rabia
    Khoo, Michael B. C.
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2018, 34 (04) : 563 - 571
  • [4] Monitoring process mean and variability with one triple EWMA chart
    Chatterjee, Kashinath
    Koukouvinos, Christos
    Lappa, Angeliki
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2024, 53 (02) : 611 - 641
  • [5] Monitoring Process Mean and Variability with One Double EWMA Chart
    Khoo, Michael B. C.
    Teh, S. Y.
    Wu, Zhang
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2010, 39 (20) : 3678 - 3694
  • [6] An EWMA t chart with variable sampling intervals for monitoring the process mean
    Kazemzadeh, Reza Baradaran
    Karbasian, Mahdi
    Babakhani, Mohammad Ali
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 66 (1-4): : 125 - 139
  • [7] An EWMA t chart with variable sampling intervals for monitoring the process mean
    Reza Baradaran Kazemzadeh
    Mahdi Karbasian
    Mohammad Ali Babakhani
    [J]. The International Journal of Advanced Manufacturing Technology, 2013, 66 : 125 - 139
  • [9] An enhanced EWMA-t control chart for monitoring the process mean
    Haq, Abdul
    Ul Abidin, Zain
    Khoo, Michael B. C.
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2019, 48 (06) : 1333 - 1350