A Spline Kernel-Based Approach for Nonlinear System Identification with Dimensionality Reduction

This paper proposes a novel approach for identification of nonlinear systems. By transforming the data space into a feature space, kernel methods can be used for modeling nonlinear systems. The spline kernel is adopted to produce a Hilbert space. However, a problem exists as the spline kernel-based...

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Bibliographic Details
Main Authors: Wanxin Zhang, Jihong Zhu
Format: Article
Language:English
Published: MDPI AG 2020-06-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/9/6/940