This paper discusses the issue of nonlinear system modelling by means of continuous piecewise affine models identified from noisy data. Based on the assumption that a piecewise affine system can approximate with arbitrary degree of accuracy any nonlinear relation, the identification problem is formulated within the Frisch scheme. This identification procedure is well established for affine systems and here modified and improved to be applied to piecewise affine system identification. The simulation results of a test case (the identification of a continuous piecewise affine function) shows that an effective identification method has been achieved.

Nonlinear algebraic system identification via piecewise affine models in stochastic environment / S., Simani; Fantuzzi, Cesare; R., Rovatti; S., Beghelli. - ELETTRONICO. - (1999), pp. 1083-1088. (Intervento presentato al convegno 38th IEEE Conference on Decision and Control tenutosi a Phoenix, AZ, USA nel December 7–10 1999).

Nonlinear algebraic system identification via piecewise affine models in stochastic environment

FANTUZZI, Cesare;
1999

Abstract

This paper discusses the issue of nonlinear system modelling by means of continuous piecewise affine models identified from noisy data. Based on the assumption that a piecewise affine system can approximate with arbitrary degree of accuracy any nonlinear relation, the identification problem is formulated within the Frisch scheme. This identification procedure is well established for affine systems and here modified and improved to be applied to piecewise affine system identification. The simulation results of a test case (the identification of a continuous piecewise affine function) shows that an effective identification method has been achieved.
1999
38th IEEE Conference on Decision and Control
Phoenix, AZ, USA
December 7–10 1999
1083
1088
S., Simani; Fantuzzi, Cesare; R., Rovatti; S., Beghelli
Nonlinear algebraic system identification via piecewise affine models in stochastic environment / S., Simani; Fantuzzi, Cesare; R., Rovatti; S., Beghelli. - ELETTRONICO. - (1999), pp. 1083-1088. (Intervento presentato al convegno 38th IEEE Conference on Decision and Control tenutosi a Phoenix, AZ, USA nel December 7–10 1999).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/464766
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