TY - JOUR
T1 - Sensorless nonlinear control for a miniature pneumatic curling rubber actuator using robust right coprime factorization and SVR estimation
AU - Kawashima, Toshihiro
AU - Wang, Aihui
AU - Wakimoto, Shuichi
AU - Deng, Mingcong
PY - 2013
Y1 - 2013
N2 - In recent years, the research of soft actuators has been getting increased attention. The soft actuators are expected to apply in medical, biological and welfare fields, because they can ensure high safety for fragile objects from their low mechanical impedance. A miniature pneumatic curling rubber actuator is a kind of them. In this paper, an operator-based sensorless robust nonlinear control by using robust right coprime factorization approach and using support vector regression(SVR) estimation for the miniature pneumatic curling rubber actuator is proposed. Considering practical applications in medical and biological fields, sensorless control is recommended. For realization of sesorless control, SVR estimation is used. That is, first, the nonlinear modeling is obtained by using moment balance. Second, the robust nonlinear control system using robust right coprime factorization approach is designed. Finally, experimental results based on S VR estimation results are given to show the effectiveness of the proposed scheme.
AB - In recent years, the research of soft actuators has been getting increased attention. The soft actuators are expected to apply in medical, biological and welfare fields, because they can ensure high safety for fragile objects from their low mechanical impedance. A miniature pneumatic curling rubber actuator is a kind of them. In this paper, an operator-based sensorless robust nonlinear control by using robust right coprime factorization approach and using support vector regression(SVR) estimation for the miniature pneumatic curling rubber actuator is proposed. Considering practical applications in medical and biological fields, sensorless control is recommended. For realization of sesorless control, SVR estimation is used. That is, first, the nonlinear modeling is obtained by using moment balance. Second, the robust nonlinear control system using robust right coprime factorization approach is designed. Finally, experimental results based on S VR estimation results are given to show the effectiveness of the proposed scheme.
KW - Nonlinear control
KW - Robust right coprime factorization
KW - SVR
KW - Sesorless control
KW - Soft actuator
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U2 - 10.1541/ieejeiss.133.1924
DO - 10.1541/ieejeiss.133.1924
M3 - Article
AN - SCOPUS:84887260843
SN - 0385-4221
VL - 133
SP - 1924-1929+9
JO - IEEJ Transactions on Electronics, Information and Systems
JF - IEEJ Transactions on Electronics, Information and Systems
IS - 10
ER -