Average Run Length with a Practical Investigation of Estimating Parameters of the EWMA Control Chart on the Long Memory AFRIMA Process

被引:0
|
作者
Sunthornwat, Rapin [1 ]
Areepong, Yupaporn [1 ]
Sukparungsee, Saowanit [1 ]
机构
[1] King Mongkuts Univ Technol North Bangkok, Fac Appl Sci, Dept Appl Stat, Bangkok 10800, Thailand
来源
THAILAND STATISTICIAN | 2018年 / 16卷 / 02期
关键词
ARFIMA process; average run length; EWMA and CUSUM control chart; integral equation;
D O I
暂无
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
An appropriate control chart for practical observations should be designed from optimal parameters. In this research, the main objectives are to estimate the optimal smoothing parameter of the EWMA control chart and fractional differencing parameter to evaluate the Average Run Length (ARL) and compare among analytical EWMA ARL, numerical EWMA ARL, and analytical CUSUM ARL. Also, the analytical EWMA ARL is derived and numerical EWMA ARL is evaluated and illustrated. The time intervals in days between explosions in mines in Great Britain during 1875 to 1951 are an example of practical observations of a long memory ARFIMA process with exponential white noise. The findings showed that the method for evaluating analytical EWMA ARL is an alternative for measurement of the efficiency of the EWMA control chart due to the good performance.
引用
收藏
页码:190 / 202
页数:13
相关论文
共 50 条
  • [21] Optimal designs of the exponentially weighted moving average (EWMA) median chart for known and estimated parameters based on median run length
    Chong, Z. L.
    Tan, K. L.
    Khoo, Michael B. C.
    Teoh, W. L.
    Castagliola, P.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2022, 51 (07) : 3660 - 3684
  • [22] Exact Average Run Length of Double Moving Control Chart
    Sukparungsee, S.
    Areepong, Y.
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2014, 52 (02): : 159 - 168
  • [23] Exact Expression of Average Run Length of EWMA Chart for SARIMA (P,D,Q)(L) Procedure
    Paichit, Piyaphon
    Areepong, Yupaporn
    Sukparungsee, Saowanit
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2014, 52 (09): : 62 - 73
  • [24] Evaluation of the run-length distribution for a combined Shewhart-EWMA control chart
    Capizzi, Giovanna
    Masarotto, Guido
    STATISTICS AND COMPUTING, 2010, 20 (01) : 23 - 33
  • [25] Evaluation of the run-length distribution for a combined Shewhart-EWMA control chart
    Giovanna Capizzi
    Guido Masarotto
    Statistics and Computing, 2010, 20 : 23 - 33
  • [26] The Integral Equation Approach for Solving the Average Run Length of EWMA Procedure for Autocorrelated Process
    Phanyaem, Suvimol
    THAILAND STATISTICIAN, 2021, 19 (03): : 627 - 641
  • [27] A Simulation Study on the Average Run Length of the Moving Range Control Chart
    Chou, Chao-Yu
    Chen, Chung-Ho
    Liu, Hui-Rong
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2014, 35 (04): : 341 - 358
  • [28] Analytical Explicit Formulas of Average Run Length of Homogenously Weighted Moving Average Control Chart Based on a MAX Process
    Sunthornwat, Rapin
    Sukparungsee, Saowanit
    Areepong, Yupaporn
    SYMMETRY-BASEL, 2023, 15 (12):
  • [29] Guaranteed conditional performance of the median run length based EWMA (X)over-bar chart with unknown process parameters
    Hu, XueLong
    Castagliola, Philippe
    Tang, Anan
    Zhong, Jianlan
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2021, 50 (12) : 4280 - 4299
  • [30] An Expected Average Run Length (EARL) Performance Comparison of the SSGR and EWMA Control Charts
    You, H. W.
    Chong, Z. L.
    Teoh, W. L.
    Khoo, M. B. C.
    Yeong, W. C.
    INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2023, 15 (05): : 35 - 40