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Experiment design for parameter estimation in nonlinear systems based on multilevel excitation
KTH, School of Electrical Engineering (EES), Automatic Control.ORCID iD: 0000-0002-9368-3079
2014 (English)In: 2014 European Control Conference, ECC 2014, 2014, 25-30 p.Conference paper, Published paper (Refereed)
Abstract [en]

An experiment design procedure for parameter estimation in nonlinear dynamical systems is presented in this paper. The input to the system is designed in such a way that the information content of the data, as measured by a scalar function of the information matrix, is maximized. By restricting the input to a finite number of possible levels, the experiment design problem is formulated as a convex optimization problem which can be solved efficiently. The method is applied to a Continuous Stirred Tank Reactor in a simulation study. The parameter estimation based on the input signal obtained in our procedure is shown to outperform the one based on random binary signals.

Place, publisher, year, edition, pages
2014. 25-30 p.
Keyword [en]
Convex optimization, Design, Dynamical systems, Experiments, Nonlinear dynamical systems, Optimization
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-168516DOI: 10.1109/ECC.2014.6862274ISI: 000349955700005Scopus ID: 2-s2.0-84911480187ISBN: 978-395242691-3 (print)OAI: oai:DiVA.org:kth-168516DiVA: diva2:818549
Conference
13th European Control Conference, ECC 2014; Strasbourg Convention and Exhibition CenterPlace de BordeauxStrasbourg; France
Note

QC 20150609

Available from: 2015-06-09 Created: 2015-06-04 Last updated: 2015-06-09Bibliographically approved

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Hjalmarsson, Håkan

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CiteExportLink to record
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Citation style
  • apa
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  • de-DE
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  • nn-NO
  • nn-NB
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  • Other locale
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Output format
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  • asciidoc
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