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

Narendra, K., Gallman, P.·1966·IEEE Transactions on Automatic Control

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.

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Metadata

Authors
Narendra, K., & Gallman, P.
Venue
IEEE Transactions on Automatic Control
Published
1966-07
Volume
11
Issue
3
Pages
546-550
ISSN
0018-9286 (ISSN-L)
OpenAlex
W2072627349
Cited by
699
References
2
FWCI
2.35
Type
journal article
Language
en
Open access
closed

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CoChat. (2026). Citation check: An iterative method for the identification of nonlinear systems using a Hammerstein model. https://app.cochat.ai/papers/10.1109/tac.1966.1098387
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Narendra, K., & Gallman, P. (1966). An iterative method for the identification of nonlinear systems using a Hammerstein model. IEEE Transactions on Automatic Control. https://doi.org/10.1109/tac.1966.1098387

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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.