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Identification of Piecewise Affine and Hybrid Systems

Author(s):

G. Ferrari-Trecate, M. Muselli, D. Liberati, M. Morari
Conference/Journal:

American Control Conference, Arlington (VA), US, vol. 5, pp. 3521-3526
Abstract:

In this paper we focus on the identification of discrete-time hybrid systems in the Piece-Wise Affine (PWA) form. This problem can be formulated as the reconstruction of a possibly discontinuous PWA map with a multi-dimensional domain. In order to achieve our goal, we propose an algorithm that exploits the combined use of clustering, linear identification, and classification techniques. This allows to identify both the affine submodels and the polyhedral partition of the domain on which each submodel is valid.

Further Information
Year:

2001
Type of Publication:

(01)Article
Supervisor:



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% Autogenerated BibTeX entry
@InProceedings { FerEtal:2001:IFA_120,
    author={G. Ferrari-Trecate and M. Muselli and D. Liberati and M. Morari},
    title={{Identification of Piecewise Affine and Hybrid Systems}},
    booktitle={American Control Conference},
    pages={3521--3526},
    year={2001},
    address={Arlington (VA), US},
    month=jun,
    url={http://control.ee.ethz.ch/index.cgi?page=publications;action=details;id=120}
}
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