Title :
Identification and control of linear dynamics with input Preisach hysteresis
Author :
Lei Liu ; Kok Kiong Tan ; Sunan Huang ; Tong Heng Lee
Author_Institution :
Grad. Sch. for Integrative Sci. & Eng., NUS, Singapore, Singapore
fDate :
June 30 2010-July 2 2010
Abstract :
In this paper, the identification and control of linear dynamics with input Preisach hysteresis is presented without the measurement of hysteresis. Simulations indicate that the control action for the same reference can converge to different values and switch between several values under different PID controllers. Firstly, least squares estimation by singular value decomposition(SVD) is applied to get the density function of hysteresis but with an unseparated factor where the truncation of singular values is a trade-off between the truncation error and norm of pseudo-inverse, then the identification of the linear dynamics can be given by least squares estimation. Finally, the linearization of hysteresis with the identification result is presented to improve the tracking performance of complex signals, and the performance of the PID controllers with linearization is better than that without linearization.
Keywords :
hysteresis; least squares approximations; linear systems; linearisation techniques; nonlinear dynamical systems; singular value decomposition; three-term control; PID controllers; input Preisach hysteresis; least squares estimation; linear dynamics; linearization; singular value decomposition; Actuators; Density functional theory; Drives; Hysteresis; Inverse problems; Least squares approximation; Magnetic materials; Mathematical model; Open loop systems; Vehicle dynamics;
Conference_Titel :
American Control Conference (ACC), 2010
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4244-7426-4
DOI :
10.1109/ACC.2010.5530819