Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications
Online ISSN : 2188-4749
Print ISSN : 2188-4730
The 49th ISCIE International Symposium on Stochastic Systems Theory and Its Applications (Nov. 2017, HIROSHIMA)
Identification of Hammerstein-Wiener Systems in Closed-loop
Hajime AseTohru Katayama
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2018 Volume 2018 Pages 1-8

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Abstract
This paper presents a method of identifying closed-loop Hammerstein-Wiener systems, where a linear plant in the forward loop is stable or semi-stable. In the framework of the direct approach [17], an output error (OE) model is derived with the help of basis function expansions of nonlinearities. First an approximate linear state space model of the forward loop is identified using a subspace identification method. Then, initialized by the identified linear model, the mean square of the output error is optimized by using a gradient-based search. Some numerical results are included to show the applicability of the proposed method.
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© 2018 ISCIE Symposium on Stochastic Systems Theory and Its Applications
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