Dynamical process monitoring using dynamical hierarchical kernel partial least squares

► Dynamical hierarchical kernel partial least squares (DHKPLS) algorithm is proposed. ► Dynamical models of original sample data are built. ► Confidence regions are constructed according to dynamical models. ► Monitoring method of dynamical data subspaces is proposed.