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A comparison of EWMA-type charts under linear drifts in Poisson means

机译:泊松均值下线性漂移下EWMA型图表的比较

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Various control charts have been recommended to detect step shift in the process mean, however, relatively less attention has been paid to monitor the linear drifts in Poisson mean. In this paper, we evaluate the ability of four EWMA-type control charts in detecting increases in the Poisson rate by using the steady-state average run length, which is the most commonly used measure in statistical process control (SPC) or health surveillance. The simulation study shows that for small drift rates, both the one-sided upper EWMA chart (referred as EZ chart) and the adaptive EWMA (AEWMA) chart with large γ value from Huber''s score function perform better than the other EWMA-type control charts; for large drift rates, the AEWMA chart with small γ value seems to behave the best amongst the four EWMA-type control charts for detecting Poisson mean drifts.
机译:建议使用各种控制图来检测过程平均值中的阶跃偏移,但是,相对较少的注意力用于监视泊松平均值中的线性漂移。在本文中,我们通过使用稳态平均游程长度(这是统计过程控制(SPC)或健康监视中最常用的度量)来评估四个EWMA型控制图检测泊松率增加的能力。仿真研究表明,对于较小的漂移率,单侧上部EWMA图(称为EZ图)和Huber得分函数具有较大γ值的自适应EWMA(AEWMA)图的性能均优于其他EWMA-类型控制图;对于大漂移率,在检测泊松平均漂移的四个EWMA型控制图中,γ值小的AEWMA图似乎表现最好。

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