DocumentCode :
1484589
Title :
Minimal realization of nonlinear systems described by input-output difference equations
Author :
Sadegh, Nader
Author_Institution :
George W. Woodruff Sch. of Mech. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
46
Issue :
5
fYear :
2001
fDate :
5/1/2001 12:00:00 AM
Firstpage :
698
Lastpage :
710
Abstract :
We consider a general class of nonlinear discrete-time systems described by their input-output (I/O) relationship. We first present the necessary and sufficient conditions for existence of a local observable state-space realization of the system and an explicit algorithm for computing it. In cases where the I/O map and its resulting realization are nonminimal, we formulate an algorithm for extracting its minimal realization whenever possible. The developed theory and algorithms are illustrated by means of several examples.
Keywords :
difference equations; discrete time systems; nonlinear control systems; realisation theory; state-space methods; input-output difference equations; local observable state-space realization; minimal realization; necessary and sufficient conditions; nonlinear discrete-time systems; Autoregressive processes; Data mining; Difference equations; Feedforward neural networks; Geometry; Multilayer perceptrons; Neural networks; Nonlinear dynamical systems; Nonlinear systems; Sufficient conditions;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/9.920788
Filename :
920788
Link To Document :
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