There exist some other techniques for controlling multivariate processes, such as multi-way PCA [7] (Louwerse and Smilde, 2000) and multi-way PLS [8] (Nomikos and MacGregor, 1995), the application of them is to reducing the dimensionality of the variable space for a multivariate process.