Bai, E., & Deistler, M. (2010). An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification. IEEE Transactions on Automatic Control, 55(8), 1952–1957. https://doi.org/10.1109/tac.2010.2050355
E105-02 - Forschungsbereich Ökonometrie und Systemtheorie
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Journal:
IEEE Transactions on Automatic Control
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ISSN:
0018-9286
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Date (published):
Aug-2010
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Number of Pages:
6
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Publisher:
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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Peer reviewed:
Yes
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Keywords:
Electrical and Electronic Engineering; Computer Science Applications; Control and Systems Engineering
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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.
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Research Areas:
außerhalb der gesamtuniversitären Forschungsschwerpunkte: 50% Mathematical and Algorithmic Foundations: 50%