Identification of Piecewise Affine Wiener Models via Mixed-Integer Programming
2002 (English)In: Proceedings of Reglermöte 2002, 2002, 268-273 p.Conference paper (Other academic)
Many successful tools have been proposed by several researchers for safety analysis, stability analysis, and control/scheduling synthesis for hybrid systems. However, one important area which has not received much attention in the hybrid systems community is the identification of piecewise affine systems. As a step in that direction, an algorithm for identifying piecewise affine Wiener models from input-output data is presented. Two notable properties of the algorithm are that the globally optimal solution is found, and that the complexity is polynomial with respect to the number of data. The basic ideas of this algorithm can also be directly transfered to a larger class of piecewise affine systems.
Place, publisher, year, edition, pages
2002. 268-273 p.
Wiener models, Piecewise affine systems, System identification, Mixed-integer programming
Engineering and Technology Control Engineering
IdentifiersURN: urn:nbn:se:liu:diva-90275OAI: oai:DiVA.org:liu-90275DiVA: diva2:613930
Reglermöte 2002, Linköping, Sweden, May, 2002