One-sided and two one-sided MEWMA charts for monitoring process mean

被引:23
作者
Haq, Abdul [1 ]
机构
[1] Quaid I Azam Univ, Dept Stat, Islamabad, Pakistan
关键词
Average run length; control chart; MEWMA; Monte Carlo simulation; statistical process control; process mean; EWMA CONTROL CHART; MULTIVARIATE COEFFICIENT; PERFORMANCE;
D O I
10.1080/00949655.2019.1699926
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study focuses on the development of new one-sided and two one-sided MEWMA charts for monitoring the mean of a multivariate normal process. The one-sided MEWMA chart detects either increases or decreases while the two one-sided MEWMA chart detects both increases and decreases, in the process mean vector. The idea is to first truncate either positive or negative normalized observations to zero, and then apply the one-sided MEWMA charts to transformed data. This helps increase the sensitivities of one-sided and two one-sided MEWMA charts. The Monte Carlo simulation method is used to compute the run length characteristics of the proposed multivariate charts. A detailed run length comparison reveals that the proposed one-sided and two one-sided MEWMA charts are uniformly more sensitive than the existing counterparts when detecting moderate-to-large shifts in the process mean. In addition, with reasonable assumptions, the proposed two one-sided MEWMA chart outperforms the conventional MEWMA chart. Real datasets are considered to explain the implementation of the proposed multivariate charts.
引用
收藏
页码:699 / 718
页数:20
相关论文
共 50 条
[41]   Optimizing One-Sided Communication of Parallel Applications using Critical Path Methods [J].
Herold, Christian ;
Krzikalla, Olaf ;
Knuepfer, Andreas .
2017 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2017, :567-576
[42]   Observer Design for One-Sided Lipschitz Nonlinear Systems Subject to Measurement Delays [J].
Ahmad, Sohaira ;
Majeed, Raafia ;
Hong, Keum-Shik ;
Rehan, Muhammad .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
[43]   Natural ventilation characteristics of one-sided wind catchers: experimental and analytical evaluation [J].
Dehghan, A. A. ;
Esfeh, M. Kazemi ;
Manshadi, M. Dehghan .
ENERGY AND BUILDINGS, 2013, 61 :366-377
[44]   The Potential of One-Sided Traditional Windcatchers for Outdoor Use as a Sustainable Urban Feature [J].
Ghandi, Hossein ;
Leone, Mattia Federico .
URBAN SCIENCE, 2024, 8 (04)
[45]   Designs of one- and two-sided exponential EWMA charts [J].
Gan, FF .
JOURNAL OF QUALITY TECHNOLOGY, 1998, 30 (01) :55-69
[46]   InGaAs/InP evanescently coupled one-sided junction waveguide photodiode design [J].
Xu, Jie ;
Zhang, Xiupu ;
Kishk, Ahmed .
OPTICAL AND QUANTUM ELECTRONICS, 2020, 52 (05)
[47]   Statistical Design of a One-sided CUSUM Control Chart to Detect a Mean Shift in a FIMAX Model with Underlying Exponential White Noise [J].
Peerajit, Wilasinee .
THAILAND STATISTICIAN, 2023, 21 (02) :397-420
[48]   One-sided Adaptive Truncated Exponentially Weighted Moving Average (X)over-bar Schemes for Detecting Process Mean Shifts [J].
Xie, FuPeng ;
Castagliola, Philippe ;
Li, Zhonghua ;
Sun, JinSheng ;
Hu, XueLong .
QUALITY TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2022, 19 (05) :533-561
[49]   A one-sided adaptive truncated exponentially weighted moving average scheme for time between events [J].
Xie, FuPeng ;
Castagliola, Philippe ;
Sun, JinSheng ;
Tang, AnAn ;
Hu, XueLong .
COMPUTERS & INDUSTRIAL ENGINEERING, 2022, 168
[50]   MC-Checker: Detecting Memory Consistency Errors in MPI One-Sided Applications [J].
Chen, Zhezhe ;
Dinan, James ;
Tang, Zhen ;
Balaji, Pavan ;
Zhong, Hua ;
Wei, Jun ;
Huang, Tao ;
Qin, Feng .
SC14: INTERNATIONAL CONFERENCE FOR HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS, 2014, :499-510