Title :
An HMM approach to realistic haptic human-robot interaction
Author :
Wang, Zheng ; Peer, Angelika ; Buss, Martin
Author_Institution :
Inst. of Autom. Control Eng., Tech. Univ. Munchen, Munich
Abstract :
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.
Keywords :
control system synthesis; haptic interfaces; hidden Markov models; human-robot interaction; position control; HMM approach; hidden Markov model-based high-level controller; human-robot handshaking; position-based admittance controller; realistic haptic human-robot interaction; robot controller; Admittance; Filters; Force control; Force measurement; Haptic interfaces; Hidden Markov models; Human robot interaction; Impedance; Robot sensing systems; Virtual environment;
Conference_Titel :
EuroHaptics conference, 2009 and Symposium on Haptic Interfaces for Virtual Environment and Teleoperator Systems. World Haptics 2009. Third Joint
Conference_Location :
Salt Lake City, UT
Print_ISBN :
978-1-4244-3858-7
DOI :
10.1109/WHC.2009.4810835