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Multivariate process control procedures based on simultaneous univariate control charts have been suggested by several authors. These procedures are very sensitive to the direction of a process shift. We present a simple geometrical description of this directional sensitivity and quantify its effect. The advantages of control charts based on the principal components are noted. © 1997 John Wiley & Sons, Ltd.
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