Title :
Towards a Platform-Independent Cooperative Human Robot Interaction System: III An Architecture for Learning and Executing Actions and Shared Plans
Author :
Lallée, Stephane ; Pattacini, Ugo ; Lemaignan, Séverin ; Lenz, Alexander ; Melhuish, Chris ; Natale, Lorenzo ; Skachek, Sergey ; Hamann, Katharina ; Steinwender, Jasmin ; Sisbot, Emrah Akin ; Metta, Giorgio ; Guitton, Julien ; Alami, Rachid ; Warnier, Mat
Author_Institution :
INSERM U846, Stem Cell & Brain Res. Inst., Bron, France
Abstract :
Robots should be capable of interacting in a cooperative and adaptive manner with their human counterparts in open-ended tasks that can change in real-time. An important aspect of the robot behavior will be the ability to acquire new knowledge of the cooperative tasks by observing and interacting with humans. The current research addresses this challenge. We present results from a cooperative human-robot interaction system that has been specifically developed for portability between different humanoid platforms, by abstraction layers at the perceptual and motor interfaces. In the perceptual domain, the resulting system is demonstrated to learn to recognize objects and to recognize actions as sequences of perceptual primitives, and to transfer this learning, and recognition, between different robotic platforms. For execution, composite actions and plans are shown to be learnt on one robot and executed successfully on a different one. Most importantly, the system provides the ability to link actions into shared plans, that form the basis of human-robot cooperation, applying principles from human cognitive development to the domain of robot cognitive systems.
Keywords :
control engineering computing; human-robot interaction; humanoid robots; object recognition; abstraction layer; action recognition; human cognitive development; human counterpart; humanoid platform; motor interface; object recognition; open-ended task; perceptual interface; platform-independent cooperative human robot interaction system; robot cognitive system; Computer architecture; Context; Humans; Knowledge based systems; Ontologies; Robot kinematics; Computer-supported cooperative work; distributed representations; knowledge acquisition; knowledge base management; knowledge management; natural language; natural language interfaces; psychology; robotics; user interface management systems; vision and scene understanding; voice I/O; web-based interaction;
Journal_Title :
Autonomous Mental Development, IEEE Transactions on
DOI :
10.1109/TAMD.2012.2199754