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Control charting is the most important part of implementing SPC. However, this usually makes some incorrect control limits in multivariate setting when the variables are highly correlated. This study proposes the joint X charts identifying the directions of out-of-control variables about bivariate when the joint non-central chi-square statistic (NCS) charts monitor the mean shift in bivariate control...