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A multivariate EWMA control chart for skewed populations using weighted variance method

机译:使用加权方差法的偏种群的多元EWMA控制图

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摘要

This article proposes Multivariate Exponential Weighted Moving Average control chart for skewed population using heuristic Weighted Varianceud(WV) method, obtained by decomposing the variance into the upper and lower segments according to the direction and degree of skewness.This method adjusts the variance-covariance matrix of quality characteristics.The proposed chart, called WV-MEWMA hereafter, reduces to standard multivariate Exponential Weighted Moving Average control chartud(standard MEWMA) when the underlying distribution is symmetric.In control and out-of-control ARLs of the proposed WV-MEWMA control chart are compared with those of the weighted standard deviationudExponential Weighted Moving Average (WSD-MEWMA) and (standard MEWMA) control charts for multivariate normal, lognormal and gamma distributions. In general, the simulation results show that the performance of the proposed WV-MEWMA chart is better than WSD-MEWMA and Standard MEWMA charts when the underlying distributions are skewed.
机译:本文采用启发式加权方差 ud(WV)方法,针对偏斜总体提出了多元指数加权移动平均控制图,该方法通过根据偏斜的方向和程度将方差分解为上下段来获得。当基础分布对称时,本文提出的图表称为WV-MEWMA,在下文中称为WV-MEWMA,将其简化为标准的多元指数加权移动平均控制图 ud(标准MEWMA)。将建议的WV-MEWMA控制图与加权标准偏差 udExponential加权移动平均值(WSD-MEWMA)和(标准MEWMA)控制图的多元正态,对数正态和伽玛分布进行比较。通常,仿真结果表明,当基础分布偏斜时,所提出的WV-MEWMA图表的性能优于WSD-MEWMA和标准MEWMA图表。

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