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A new approach is presented which removes the dependencies of variables through separating a smaller number of latent variables called independent components which are the constituent elements of the observed (monitored) variables. The method is introduced by reference to a case study of two continuous stirred tank reactors, which demonstrates that the method can effectively reduce the dimension....
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