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
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;
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
Print_ISBN :
0-7803-7298-0
DOI :
10.1109/ACC.2002.1024497