Identification of Non-parametric Nonlinear Systems with Low Degree Interactive Terms

Er-Wei Bai; Kung-Sik Chan; Colbin Erdahl

doi:10.3182/20080706-5-KR-1001.00461

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Identification of Non-parametric Nonlinear Systems with Low Degree Interactive Terms

Journal article

Open access

Peer reviewed

Identification of Non-parametric Nonlinear Systems with Low Degree Interactive Terms

Er-Wei Bai, Kung-Sik Chan and Colbin Erdahl

IFAC Proceedings Volumes, Vol.41(2), pp.2738-2743

2008

DOI: 10.3182/20080706-5-KR-1001.00461

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Abstract

In this paper, an interactive term identification approach is proposed for identification of non-parametric nonlinear systems. The idea is to make a high-dimensional nonlinear identification problem into a number of low-dimensional problems and thus to effectively combat the problem of the curse of dimensionality. Convergence results are established in the paper and numerical results support the theoretical analysis and demonstrate that the proposed approach is an attractive alternative to existing nonlinear identification methods.

Details

Title: Subtitle: Identification of Non-parametric Nonlinear Systems with Low Degree Interactive Terms
Creators: Er-Wei Bai - University of Iowa
Kung-Sik Chan - University of Iowa
Colbin Erdahl - University of Iowa
Resource Type: Journal article
Publication Details: IFAC Proceedings Volumes, Vol.41(2), pp.2738-2743
DOI: 10.3182/20080706-5-KR-1001.00461
ISSN: 1474-6670
Language: English
Date published: 2008
Academic Unit: Statistics and Actuarial Science; Radiology; Electrical and Computer Engineering
Record Identifier: 9984198007102771

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