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In the paper, dynamical hierarchical kernel partial least squares (DHKPLS) algorithm is proposed and a new monitoring approach is proposed based on DHKPLS. The original multiway partial least squares (MPLS) process monitoring method has the following disadvantages: 1) MPLS is a linear projection method, which can't effectively capture the nonlinear features existing in most batch processes. 2) It...
In the paper, a new approach, a consecutively updated hierarchical kernel partial least squares (UHKPLS) model was proposed. Using multiway partial least squares (MPLS) monitor industrial batch processes has followed disadvantages: 1) MPLS is a linear projection method, which cannot effectively capture the nonlinear features existing in most batch processes. 2) It is limited that complete batch process...
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