Title :
Table tennis robot with stereo vision and humanoid manipulator I: System design and learning-based batting decision
Author :
Hong Liu ; Zhiqi Li ; Bin Wang ; Yang Zhou ; Qi Zhang
Author_Institution :
State Key Lab. of Robot. & Syst., Harbin Inst. of Technol., Harbin, China
Abstract :
In this paper, a 7-DoF robot table tennis system is presented, which adopts a stereo vision system as its perceptional sensor and a humanoid robot arm as its manipulator. The batting policy, which can return various incoming balls to a desired location, is learned through empirical data based on e-support vector regression(e-SVR). Two experiments, playing with a launcher machine and rallying with a human player, were carried out and the results verified the effectiveness of the proposed approach.
Keywords :
humanoid robots; intelligent robots; learning systems; manipulators; regression analysis; robot vision; sensors; sport; stereo image processing; support vector machines; 7-DoF robot table tennis system; batting policy; e-SVR; e-support vector regression; human player; humanoid manipulator; humanoid robot arm; launcher machine; learning-based batting decision; perceptional sensor; stereo vision system; system design; table tennis robot; Kinematics; Manipulators; Stereo vision; Support vector machines; Vectors; Visualization;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2013 IEEE International Conference on
Conference_Location :
Shenzhen
DOI :
10.1109/ROBIO.2013.6739577