DocumentCode :
2251053
Title :
Nonlinear system identification of a reaction wheel pendulum using subspace method
Author :
Luo, Dapeng ; Leonessa, Alexander
Author_Institution :
Dept. of Ocean Eng., Florida Atlantic Univ., Dania, FL, USA
Volume :
6
fYear :
2003
fDate :
4-6 June 2003
Firstpage :
4590
Abstract :
Experimental applications of nonlinear system identification algorithms to a reaction wheel pendulum are presented in this paper. In particular, the subspace instrumental variable identification algorithm proposed in [D. Luo and A. Leonessa, 2002] is applied to a nonlinear prediction model represented by a Hammerstein system with nonlinear feedbacks. The prediction performances are compared with the experimental results by performing an open loop subspace identification on a linear state-space prediction model. Some practical aspects on the nonlinear identification are discussed. Experimental results show the effectiveness of the SIVID algorithm on system model recovery.
Keywords :
feedback; identification; nonlinear control systems; pendulums; state-space methods; Hammerstein system; SIVID algorithm; linear state space prediction; nonlinear feedback; nonlinear prediction; nonlinear system identification; open loop subspace identification; prediction performances; reaction wheel pendulum; subspace instrumental variable identification; subspace method; system model recovery; Algorithm design and analysis; Feedback; Instruments; MIMO; Mathematical model; Nonlinear dynamical systems; Nonlinear systems; Oceans; Predictive models; Wheels;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2003. Proceedings of the 2003
ISSN :
0743-1619
Print_ISBN :
0-7803-7896-2
Type :
conf
DOI :
10.1109/ACC.2003.1242447
Filename :
1242447
Link To Document :
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