Title :
Risk-sensitive interaction control in uncertain manipulation tasks
Author :
Medina, Jose Ramon ; Sieber, Dominik ; Hirche, Sandra
Author_Institution :
Dept. of Electr. Eng. & Inf. Technol., Tech. Univ. Munchen, Munich, Germany
Abstract :
Manipulation tasks are a great challenge for robots due to the uncertainty arising from unstructured environments. In this paper we propose a novel control scheme for contact tasks based on risk-sensitive optimal feedback control. It provides a systematic approach to adjust the trade-off between motion and force control under uncertainty. Following a previously acquired task model, the proposed approach provides both a variable stiffness solution and a motion reference adaptation. This control scheme achieves increased adaptability under previously unseen environmental variability. An implementation on a robotic manipulator validates the applicability and adaptability of the proposed control approach in two different manipulation tasks.
Keywords :
feedback; force control; manipulators; motion control; multivariable control systems; optimal control; contact tasks; control scheme; environmental variability; force control; motion control; motion reference adaptation; risk-sensitive interaction control; risk-sensitive optimal feedback control; robotic manipulator; task model; uncertain manipulation tasks; unstructured environments; variable stiffness solution; Adaptation models; Dynamics; Force; Force control; Noise; Robots; Trajectory;
Conference_Titel :
Robotics and Automation (ICRA), 2013 IEEE International Conference on
Conference_Location :
Karlsruhe
Print_ISBN :
978-1-4673-5641-1
DOI :
10.1109/ICRA.2013.6630621