Two-step localized kernel principal component analysis based incipient fault diagnosis for nonlinear industrial processes

Kernel principal component analysis (KPCA) has been widely applied to nonlinear process fault diagnosis field. However, it often performs not well in the case of incipient faults because of the omi...