DocumentCode :
1732781
Title :
SVR based estimation modeling and robust nonlinear control for a miniature pneumatic curling rubber actuator
Author :
Kawashima, Toshihiro ; Wang, Aihui ; Wakimoto, Shuichi ; Deng, Mingcong
Author_Institution :
Grad. Sch. of Eng., Tokyo Univ. of Agric. & Technol., Koganei, Japan
fYear :
2012
Firstpage :
304
Lastpage :
309
Abstract :
In this paper, a nonlinear modeling and an operator-based robust nonlinear control by using robust right coprime factorization approach for a miniature pneumatic curling rubber actuator described by support vector regression (SVR) based estimation model are investigated. That is, first, the nonlinear modeling is obtained by using moment relationship. Second, the robust nonlinear control system using robust right coprime factorization approach is designed. Finally, by using SVR, the input-output model is estimated by experimental data, and the effectiveness of the proposed scheme is confirmed by using the SVR based estimation model.
Keywords :
control system synthesis; matrix decomposition; nonlinear control systems; pneumatic actuators; regression analysis; robust control; rubber; support vector machines; SVR based estimation modeling; input-output model; miniature pneumatic curling rubber actuator; moment relationship; nonlinear modeling; operator-based robust nonlinear control; robust right coprime factorization; support vector regression based estimation model; Actuators; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Mechatronic Systems (ICAMechS), 2012 International Conference on
Conference_Location :
Tokyo
ISSN :
1756-8412
Print_ISBN :
978-1-4673-1962-1
Type :
conf
Filename :
6329728
Link To Document :
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