4.7 Article

Frequency domain identification of Hammerstein models

期刊

IEEE TRANSACTIONS ON AUTOMATIC CONTROL
卷 48, 期 4, 页码 530-542

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAC.2003.809803

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Hammerstein systems; nonlinear systems; parameter estimation; system identification

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This paper discusses Hammerstein model identification in frequency domain using the sampled input-output data. By exploring the fundamental frequency and harmonics generated by the unknown nonlinearity, we propose a frequency domain approach and show its convergence for both the linear and nonlinear subsystems in the presence of noise. No a priori knowledge of the structure of the nonlinearity is required and the linear part can be nonparametric.

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