An HMM approach to realistic haptic human-robot interaction

被引:92
作者
Wang, Zheng [1 ]
Peer, Angelika [1 ]
Buss, Martin [1 ]
机构
[1] Tech Univ Munich, Inst Automat Control Engn, D-80290 Munich, Germany
来源
WORLD HAPTICS 2009: THIRD JOINT EUROHAPTICS CONFERENCE AND SYMPOSIUM ON HAPTIC INTERFACES FOR VIRTUAL ENVIRONMENT AND TELEOPERATOR SYSTEMS, PROCEEDINGS | 2009年
关键词
D O I
10.1109/WHC.2009.4810835
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A robot controller is developed for human-robot handshaking. The focus of the work is to provide realistic experiences for the human participant in haptic interactions with a robot. To achieve this goal, a position-based admittance controller is implemented. By using haptic data as inputs, a Hidden Markov Model-based high-level controller is used to estimate human intentions and modify the reference trajectory accordingly. The overall control framework is implemented onto a robot with validation experiments carried out with human participants.
引用
收藏
页码:374 / 400
页数:27
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