Sentence examples for based on kernel principal from inspiring English sources

In this paper, a new nonlinear process monitoring technique based on kernel principal component analysis (KPCA) is developed.

New approaches are proposed for nonlinear process monitoring and fault diagnosis based on kernel principal component analysis (KPCA) and kernel partial least analysis (KPLS) models at different scales, which are called multiscale KPCA (MSKPCA) and multiscale KPLS MSKPLSS).

In this paper, we extend and apply geological parameterization techniques based on kernel principal component analysis (KPCA) for the representation of complex geomodels characterized by non-Gaussian spatial statistics.

Ghorbel et al. [9] propose a method of detecting outliers by using Mahalanobis distance based on kernel principal component analysis (KPCA).

In [3], a ranging method based on kernel principal component is proposed, where the channel parameters are projected onto a high-dimensional nonlinear orthogonal space, and then the subset from these projections is used for ranging.

Thus, this study presents a novel fault detection model based on kernel independent component analysis and principal component analysis (KICA PCA) monitoring model for condition process of HGU.

In this tutorial, we survey this subject with a principal focus on the most well-known models based on kernel substitution, namely, support vector machines.

The third feature, based on kernel density estimation (KDE), is the "KDE Peak" value.

Additionally, PDF estimators based on kernel functions are also developed.

Nonlinear dynamic process monitoring based on dynamic kernel principal component analysis (DKPCA) is proposed.

However, some other feature extraction methods have put forward new ways which are based on kernels.