Optimal Designs of EWMA Charts for Monitoring the Coefficient of Variation Based on Median Run Length and Expected Median Run Length

被引:9
|
作者
Teoh, W. L. [1 ]
Lim, J. Y. [2 ]
Khoo, Michael B. C. [3 ]
Chong, Z. L. [2 ]
Yeong, W. C. [4 ]
机构
[1] Heriot Watt Univ Malaysia, Sch Math & Comp Sci, Putrajaya 62200, Malaysia
[2] Univ Tunku Abdul Rahman, Dept Phys & Math Sci, Kampar 31900, Perak, Malaysia
[3] Univ Sains Malaysia, Sch Math Sci, George Town 11800, Malaysia
[4] Univ Malaya, Dept Operat & Management Informat Syst, Kuala Lumpur 50603, Malaysia
关键词
coefficient of variation; deterministic and unknown shift sizes; expected median run length; exponentially weighted moving average chart; median run length; zero and steady states; ROBUSTNESS;
D O I
10.1520/JTE20170118
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The shape of run-length distribution changes with process shifts. This leads to complexity in interpreting the average run length performance. In this article, we show that the percentiles of the run-length distribution, especially the median run length (MRL), are more intuitive. The 5th and 95th percentiles of the run-length distribution are also provided in order to investigate the variation and spread of the run length. We develop two new optimal-design procedures for the exponentially weighted moving average (EWMA) charts, for monitoring the coefficient-of-variation (CV) squared (EWMA-gamma(2)). These include minimization of the out-of-control MRL and the out-of-control expected MRL for deterministic and unknown shift sizes, respectively. Both the zero and steady states are discussed in this article. The optimal EWMA-gamma(2) chart is illustrated with real industrial data obtained from a metal sintering process. A comparative study reveals the superiority of the EWMA-gamma(2) charts for certain ranges of shifts in the CV.
引用
收藏
页码:459 / 479
页数:21
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