Example Problem: Identification of a Nonlinear Wiener System

In this section, we consider the identification problem for a nonlinear Wiener system, and compare the performance of the proposed kernel RLS algorithm to the standard approach using a multilayer perceptron (MLP). Since kernel methods provide a natural nonlinear extension of linear regression methods, the proposed system is supposed to perform well compared to the MLP [7].