Identification of IIR nonlinear systems without prior structural information

Er-Wei Bai; Roberto Tempo; YUN Liu

doi:10.1109/TAC.2007.892385

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Identification of IIR nonlinear systems without prior structural information

Journal article

Peer reviewed

Identification of IIR nonlinear systems without prior structural information

Er-Wei Bai, Roberto Tempo and YUN Liu

IEEE transactions on automatic control, Vol.52(3), pp.442-453

2007

DOI: 10.1109/TAC.2007.892385

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Abstract

In this paper, we propose a kernel method for identification of infinite impulse response (IIR) nonlinear systems without prior structural information. The main result of the paper is to establish the conditions for asymptotic convergence in terms of the input to output exponential stability. The performance of the method is tested on real world applications and computer simulations. The results obtained show the efficacy of the method. © 2007 IEEE.

Applied Sciences

Computer science; control theory; systems

Control theory. Systems

Exact sciences and technology

Modelling and identification

Details

Title: Subtitle: Identification of IIR nonlinear systems without prior structural information
Creators: Er-Wei Bai - University of Iowa
Roberto Tempo - IEIIT-CNR, Politecnico di Torino, 10129 Torino, Italy
YUN Liu - University of Iowa
Resource Type: Journal article
Publication Details: IEEE transactions on automatic control, Vol.52(3), pp.442-453
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TAC.2007.892385
ISSN: 0018-9286
eISSN: 1558-2523
Language: English
Date published: 2007
Academic Unit: Electrical and Computer Engineering
Record Identifier: 9984197273802771

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