Title :
Modeling of rate-dependent hysteresis in piezoelectric actuators
Author :
Deng, Liang ; Tan, Yonghong
Author_Institution :
Dept. of Autom., Shanghai Jiao Tong Univ., Shanghai
Abstract :
A method for the identification of rate-dependent hysteresis inherent in piezoelectric actuators is proposed. A hysteretic operator is proposed to specify the change tendency of hysteresis. Then, an expanded input space is constructed to transform the multi-valued mapping of hysteresis into a one-to-one mapping. Based on this expanded input space, a non-linear auto-regressive moving average model with exogenous inputs (NARMAX) is utilized to describe the hysteresis. Both the modified Akaikepsilas information criterion (MAIC) and the recursive least squares (RLS) algorithm are employed to estimate the appropriate structure and coefficients of the model. Finally, the experimental results on the modeling of hysteresis existing in a piezoelectric actuator are presented.
Keywords :
autoregressive moving average processes; hysteresis; least squares approximations; piezoelectric actuators; recursive estimation; hysteretic operator; modified Akaike information criterion; multi-valued hysteresis mapping; nonlinear auto-regressive moving average model; one-to-one mapping; piezoelectric actuators; rate-dependent hysteresis; recursive least squares algorithm; Control system synthesis; Electronic mail; Frequency; Hysteresis; Least squares approximation; Least squares methods; Piezoelectric actuators; Recursive estimation; Resonance light scattering; USA Councils;
Conference_Titel :
Control Applications, 2008. CCA 2008. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-2222-7
Electronic_ISBN :
978-1-4244-2223-4
DOI :
10.1109/CCA.2008.4629578