An iterative method for the identification of nonlinear systems using a Hammerstein model

1 July 1966

journal article
Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control

Vol. 11 (3) , 546-550
https://doi.org/10.1109/tac.1966.1098387

Abstract

An iterative method is proposed for the identification of nonlinear systems from samples of inputs and outputs in the presence of noise. The model used for the identification consists of a no-memory gain (of an assumed polynomial form) followed by a linear discrete system. The parameters of the pulse transfer function of the linear system and the coefficients of the polynomial non-linearity are alternately adjusted to minimize a mean square error criterion. Digital computer simulations are included to demonstrate the feasibility of the technique.

Keywords

This publication has 2 references indexed in Scilit:

A technique for the identification of linear systems
IEEE Transactions on Automatic Control, 1965
On the Identification Problem
IRE Transactions on Circuit Theory, 1956