TY - JOUR
T1 - Characteristics analysis and modeling of a miniature pneumatic curling rubber actuator
AU - Wang, Aihui
AU - Deng, Mingcong
AU - Wakimoto, Shuichi
AU - Kawashima, Toshihiro
PY - 2014
Y1 - 2014
N2 - Soft actuators driven by pneumatic pressure have been shown to have many potential applications as actuators for mechanical systems in medical, biological, agriculture, welfare fields and so on, for they can ensure high safety for fragile objects from their low mechanical impedance. In this paper, a miniature pneumatic bending soft actuator is reviewed, and a nonlinear model of which is identified using nonlinear model based on support vector regression (SVR). That is, first, characteristic of miniature pneumatic bending soft actuator is analyzed, a new output variable is defined based on characteristic analysis, and a nonlinear input output model is presented. Second, motion characteristics of miniature pneumatic bending soft actuator are studied by experiment. Finally, based on experimental data, the present nonlinear model of miniature pneumatic bending soft actuator is identified using data-based SVR model, where a generalized Gaussian function is used as the kernel function.
AB - Soft actuators driven by pneumatic pressure have been shown to have many potential applications as actuators for mechanical systems in medical, biological, agriculture, welfare fields and so on, for they can ensure high safety for fragile objects from their low mechanical impedance. In this paper, a miniature pneumatic bending soft actuator is reviewed, and a nonlinear model of which is identified using nonlinear model based on support vector regression (SVR). That is, first, characteristic of miniature pneumatic bending soft actuator is analyzed, a new output variable is defined based on characteristic analysis, and a nonlinear input output model is presented. Second, motion characteristics of miniature pneumatic bending soft actuator are studied by experiment. Finally, based on experimental data, the present nonlinear model of miniature pneumatic bending soft actuator is identified using data-based SVR model, where a generalized Gaussian function is used as the kernel function.
KW - Characteristic analysis and modeling
KW - Miniature pneumatic bending soft actuator
KW - Nonlinear model
KW - Support vector regression
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M3 - Review article
AN - SCOPUS:84899860056
SN - 1349-4198
VL - 10
SP - 1029
EP - 1039
JO - International Journal of Innovative Computing, Information and Control
JF - International Journal of Innovative Computing, Information and Control
IS - 3
ER -