liu.seSearch for publications in DiVA
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Identification of Piecewise Affine Systems via Mixed-Integer Programming
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
University of Siena, Italy.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
2004 (English)In: Automatica, ISSN 0005-1098, E-ISSN 1873-2836, Vol. 40, no 1, 37-50 p.Article in journal (Refereed) Published
Abstract [en]

This paper addresses the problem of identification of hybrid dynamical systems, by focusing the attention on hinging hyperplanes and Wiener piecewise affine autoregressive exogenous models, in which the regressor space is partitioned into polyhedra with affine submodels for each polyhedron. In particular, we provide algorithms based on mixed-integer linear or quadratic programming which are guaranteed to converge to a global optimum. For the special case where the estimation data only seldom switches between the different submodels, we also suggest a way of trading off between optimality and complexity by using a change detection approach.

Place, publisher, year, edition, pages
Elsevier, 2004. Vol. 40, no 1, 37-50 p.
Keyword [en]
System identification, Ppiecewise affine systems, Mixed-integer programming, Global optimization, Change detection, Wiener model
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-22488DOI: 10.1016/j.automatica.2003.08.006Local ID: 1735OAI: oai:DiVA.org:liu-22488DiVA: diva2:242801
Available from: 2009-10-07 Created: 2009-10-07 Last updated: 2017-12-13

Open Access in DiVA

No full text

Other links

Publisher's full textRelated report

Authority records BETA

Roll, JacobLjung, Lennart

Search in DiVA

By author/editor
Roll, JacobLjung, Lennart
By organisation
Automatic ControlThe Institute of Technology
In the same journal
Automatica
Control Engineering

Search outside of DiVA

GoogleGoogle Scholar

doi
urn-nbn

Altmetric score

doi
urn-nbn
Total: 80 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf