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Regressor Selection with the Analysis of Variance Method
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
2001 (English)Report (Other academic)
Abstract [en]

Identification of non-linear finite impulse response (N-FIR) models is studied. In particular the selection of model structure, i.e., to find the best regressors, is examined. In this report it is shown that a statistical method, the analysis of variance, is a better alternative than exhaustive search among all possible regressors, in the identification of the structure of non-linear FIR-models. The method is evaluated for different conditions on the input signal to the system. The results will serve as a foundation for the extension of the ideas to non-linear autoregressive processes.

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2001. , 8 p.
LiTH-ISY-R, ISSN 1400-3902 ; 2407
Keyword [en]
Time delay estimation, Time lag, Identification, Non-linear models, Analysis of variance
National Category
Control Engineering
URN: urn:nbn:se:liu:diva-55856ISRN: LiTH-ISY-R-2407OAI: diva2:316682
Available from: 2010-04-30 Created: 2010-04-30 Last updated: 2014-09-04Bibliographically approved

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Lind, Ingela
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Automatic ControlThe Institute of Technology
Control Engineering

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