Title :
Space dimension perception from the multimodal sensorimotor flow of a naive robotic agent
Author :
Laflaquière, Alban ; Argentieri, Sylvain ; Gas, Bruno ; Castillo-Castenada, Eduardo
Author_Institution :
ISIR, UPMC Univ Paris 06, Paris, France
Abstract :
Perception and action are fundamental tasks for autonomous robots. Traditionnally, they rely on theoretical models built by the system´s designer. But, is a naive agent able to learn by itself the structure of its interaction with the environment without any a priori information? This knowledge should be extracted through the analysis of the only information it has access to: its high-dimensional sensorimotor flow. Recent works, based on the sensorimotor contingencies theory, allow a simulated agent to extract the geometrical space dimensionality without any model of itself nor of the environment. In this paper, these results are validated using a more sophisticated auditive modality. The question of multimodality fusion is then addressed by fitting up the agent with vision. Finally, preliminary experimental results on a real robotic platform are presented.
Keywords :
aerospace robotics; mobile robots; autonomous robots; geometrical space dimensionality; high dimensional sensorimotor flow; multimodal sensorimotor flow; multimodality fusion; naive robotic agent; real robotic platform; sensorimotor contingency theory; sophisticated auditive modality; space dimension perception;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-6674-0
DOI :
10.1109/IROS.2010.5651695