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On system identification and model validation via linear programming
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.
1993 (English)In: Proceedings of the 32nd IEEE Conference on Decision and Control, IEEE Communications Society, 1993, Vol. 3, p. 2087-2092Conference paper, Published paper (Refereed)
Abstract [en]

Linear programming methods for discrete l1 approximation are used to provide solutions to problems of approximate identification with state space models and to problems of model validation for stable uncertain systems. Choice of model structure is studied via Kolmogorov n-width concept and a related n-width concept for state space models. Several results are given for FIR, Laguerre and Kautz models concerning their approximation properties in the space of bounded-input bounded-output (BIBO) stable systems. A robust convergence result is given for a modified least sum of absolute deviations identification algorithm for BIBO stable linear discrete-time systems. A simulation example with identification of Kautz models and subsequent model validation is given.

Place, publisher, year, edition, pages
IEEE Communications Society, 1993. Vol. 3, p. 2087-2092
National Category
Control Engineering
Research subject
Control Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-38640DOI: 10.1109/CDC.1993.325567ISI: A1993BA27F00436Scopus ID: 2-s2.0-0027761550Local ID: d1545640-d64e-11db-8550-000ea68e967bOAI: oai:DiVA.org:ltu-38640DiVA, id: diva2:1012141
Conference
IEEE Conference on Decision and Control : 15/12/1993 - 17/12/1993
Note

Godkänd; 1993; 20070319 (ysko)

Available from: 2016-10-03 Created: 2016-10-03 Last updated: 2023-10-03Bibliographically approved

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CiteExportLink to record
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  • apa
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  • nn-NB
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Output format
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