Optimal designs of the side sensitive synthetic chart for the coefficient of variation based on the median run length and expected median run length

被引:8
作者
Yeong, Waie Chung [1 ]
Lee, Ping Yin [1 ]
Lim, Sok Li [2 ]
Ng, Peh Sang [3 ]
Khaw, Khai Wah [4 ]
机构
[1] Sunway Univ, Sch Math Sci, Petaling Jaya, Malaysia
[2] Univ Malaya, Inst Math Sci, Fac Sci, Kuala Lumpur, Malaysia
[3] Univ Tunku Abdul Rahman, Fac Sci, Dept Phys & Math Sci, Perak, Malaysia
[4] Univ Sains Malaysia, Sch Management, George Town, Malaysia
关键词
PERFORMANCE;
D O I
10.1371/journal.pone.0255366
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The side sensitive synthetic chart was proposed to improve the performance of the synthetic chart to monitor shifts in the coefficient of variation (gamma), by incorporating the side sensitivity feature where successive non-conforming samples must fall on the same side of the control limits. The existing side sensitive synthetic- gamma chart is only evaluated in terms of the average run length (ARL) and expected average run length (EARL). However, the run length distribution is skewed to the right, hence the actual performance of the chart may be frequently different from what is shown by the ARL and EARL. This paper evaluates the entire run length distribution by studying the percentiles of the run length distribution. It is shown that false alarms frequently happen much earlier than the in-control ARL (ARL(0)), and small shifts are often detected earlier compared to the ARL(1). Subsequently, this paper proposes an alternative design based on the median run length (MRL) and expected median run length (EMRL). The optimal design based on the MRL shows smaller out-of-control MRL (MRL1), which shows a quicker detection of the out-of-control condition, compared to the existing design, while the results from the optimal design based on the EMRL is similar to that of the existing designs. Comparisons with the synthetic-gamma chart without side sensitivity shows that side sensitivity reduces the median number of samples required to detect a shift and reduces the variability in the run length. Finally, the proposed designs are implemented on an actual industrial example.
引用
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页数:18
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