DocumentCode :
2078991
Title :
Identification of MIMO Hammerstein systems with nonlinear feedback
Author :
Luo, Dapeng ; Leonessa, Alexander
Author_Institution :
Dept. of Ocean Eng., Florida Atlantic Univ., Boca Raton, FL, USA
Volume :
5
fYear :
2002
fDate :
2002
Firstpage :
3666
Abstract :
In this paper we present a general identification framework for a particular class of Multi-Input Multi-Output (MIMO) discrete time nonlinear dynamic systems containing the cascade of a linear dynamic system with static nonlinearities at both the input and feedback loop. Linearly parameterized decompositions of the static nonlinearities are introduced and a Subspace Instrumental Variable identification method is used for the closed-loop system model recovery. Finally, a numerical example is presented to verify the proposed algorithm.
Keywords :
MIMO systems; discrete time systems; feedback; identification; nonlinear dynamical systems; Hammerstein model; MIMO; closed-loop system; discrete time nonlinear dynamic systems; identification; identification framework; Control design; Convergence; Feedback loop; Kernel; MIMO; Nonlinear dynamical systems; Oceans; Open loop systems; Sea measurements; System identification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
ISSN :
0743-1619
Print_ISBN :
0-7803-7298-0
Type :
conf
DOI :
10.1109/ACC.2002.1024497
Filename :
1024497
Link To Document :
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