Title :
Upper-body kinesthetic teaching of a free-standing humanoid robot
Author :
Kormushev, Petar ; Nenchev, Dragomir N. ; Calinon, Sylvain ; Caldwell, Darwin G.
Author_Institution :
Adv. Robot. Dept., Italian Inst. of Technol. (IIT), Genova, Italy
Abstract :
We present an integrated approach allowing a free-standing humanoid robot to acquire new motor skills by kinesthetic teaching. The proposed method controls simultaneously the upper and lower body of the robot with different control strategies. Imitation learning is used for training the upper body of the humanoid robot via kinesthetic teaching, while at the same time Reaction Null Space method is used for keeping the balance of the robot. During demonstration, a force/torque sensor is used to record the exerted forces, and during reproduction, we use a hybrid position/force controller to apply the learned trajectories in terms of positions and forces to the end effector. The proposed method is tested on a 25-DOF Fujitsu HOAP-2 humanoid robot with a surface cleaning task.
Keywords :
end effectors; force control; force sensors; humanoid robots; learning (artificial intelligence); position control; teaching; 25-DOF Fujitsu HOAP-2 humanoid robot; end effector; force sensor; free-standing humanoid robot; hybrid force controller; hybrid position controller; imitation learning; reaction null space method; surface cleaning task; torque sensor; upper-body kinesthetic teaching; Education; Force; Humanoid robots; Robot sensing systems; Torque; Trajectory;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5979537