DocumentCode :
1791792
Title :
Modeling of hysteresis in piezoelectric actuator based on adaptive IIR filter
Author :
Ning Dong ; Fengmin Shan ; Xiangdong Liu
Author_Institution :
Key Lab. for Intell. Control & Decision of Complex Syst., Beijing Inst. of Technol., Beijing, China
fYear :
2014
fDate :
3-6 Aug. 2014
Firstpage :
55
Lastpage :
60
Abstract :
This paper presents a novel adaptive IIR filter modeling for the hysteresis characteristic in PEA (piezoelectric actuator). First, the PEA hysteresis operators are introduced and the modeling methods of traditional adaptive IIR (infinite-impulse response) filter are discussed. Then, delay operators of IIR adaptive filter are replaced with Backlash operators to compose a new adaptive IIR filter model. During the modeling process, LMS (Least Mean Square) algorithm is used to adjust the weight values. At last the modeling effectiveness is verified via a micro-positioning system experiment platform based on PEA. Experimental results show that the proposed Backlash operator based IIR adaptive filter can achieve accurate hysteresis modeling.
Keywords :
IIR filters; adaptive filters; least mean squares methods; piezoelectric actuators; LMS algorithm; PEA hysteresis operators; adaptive IIR filter; backlash operator; hysteresis modeling; infinite-impulse response filter; least mean square algorithm; micropositioning system; piezoelectric actuator; Adaptation models; Adaptive filters; Delays; Finite impulse response filters; Hysteresis; IIR filters; Mathematical model; Backlash operator; LMS algorithm; hysteresis modeling; piezoelectric actuator adaptive IIR filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2014 IEEE International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4799-3978-7
Type :
conf
DOI :
10.1109/ICMA.2014.6885671
Filename :
6885671
Link To Document :
بازگشت