Title :
An experimental study on the closed-loop system identification by observer/controller identification (OCID) algorithm
Author :
Park, Mun-Soo ; Yang, Dong-Hoon ; Park, Duck-Gee ; Hong, Suk-Kyo
Author_Institution :
Div. of Electron. Eng., Ajou Univ., Suwon, South Korea
Abstract :
Observer/controller identification (OCID) is one of the identification methods for a state-space model of a system in a closed-loop with an existing feedback controller. A mathematical model of an inverted pendulum system, which is a nonlinear and inherently unstable MIMO system, is usually derived by a linearization method, but it usually includes uncertainties which make it useless depending on the situation. In this paper, the experimental results of the closed-loop system identification for a state-space model of an Inverted Pendulum system using OCID in time domain are presented. With the assumption that existing feedback controller dynamics and open-loop system model are unknown, experiments are carried out to obtain a state-space model. As a result, it is shown that a more accurate state-space model of the system is identified from closed-loop data by using OCID, which leads to improve the performance of controller.
Keywords :
MIMO systems; closed loop systems; feedback; identification; linearisation techniques; nonlinear systems; observers; pendulums; state-space methods; time-domain analysis; closed loop system identification; controller identification algorithm; feedback controller dynamics; inverted pendulum system; linearization method; mathematical model; multiple-input multiple-output system; nonlinear system; observer identification algorithm; open loop system model; state-space model; time domain; unstable MIMO system; Adaptive control; Control system synthesis; Control systems; Data analysis; Electronic mail; MIMO; Mathematical model; Open loop systems; System identification; Uncertainty;
Conference_Titel :
Control Applications, 2003. CCA 2003. Proceedings of 2003 IEEE Conference on
Print_ISBN :
0-7803-7729-X
DOI :
10.1109/CCA.2003.1223255