An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification

Er-Wei BAI; Manfred DEISTLER

doi:10.1109/TAC.2010.2050355

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An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification

Journal article

Peer reviewed

An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification

Er-Wei BAI and Manfred DEISTLER

IEEE transactions on automatic control, Vol.55(8), pp.1952-1957

2010

DOI: 10.1109/TAC.2010.2050355

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Abstract

In this technical note, a framework for designing specially structured input sequences for non-parametric nonlinear system identification is presented so that interaction terms which describe interactions among variables can be identified separately. In a sense, the approach decomposes a general difficult nonlinear identification problem into a number of problems that are of lower orders. Corresponding identification algorithms are proposed.

Applied Sciences

Mathematics

Statistics

Exact sciences and technology

Nonparametric inference

Control theory. Systems

Probability and statistics

Modelling and identification

Sciences and techniques of general use

Computer science; control theory; systems

Details

Title: Subtitle: An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification
Creators: Er-Wei BAI - Department of Electrical and Computer Engineering, University of Iowa, Iowa City, IA 52242, United States
Manfred DEISTLER - Institute for Mathematical Methods in Economics, University of Technology, Vienna, Austria
Resource Type: Journal article
Publication Details: IEEE transactions on automatic control, Vol.55(8), pp.1952-1957
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TAC.2010.2050355
ISSN: 0018-9286
eISSN: 1558-2523
Language: English
Date published: 2010
Academic Unit: Electrical and Computer Engineering
Record Identifier: 9984083224502771

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