Title :
The Coordinating Role of Language in Real-Time Multimodal Learning of Cooperative Tasks
Author :
Petit, Marc ; Lallee, Stephane ; Boucher, J.-D. ; Pointeau, Gregoire ; Cheminade, P. ; Ognibene, Dimitri ; Chinellato, Eris ; Pattacini, U. ; Gori, I. ; Martinez-Hernandez, U. ; Barron-Gonzalez, H. ; Inderbitzin, Martin ; Luvizotto, A. ; Vouloutsi, V. ; D
Author_Institution :
SBRI, Inst. Nat. de la Sante et de la Rech. Medicale (INSERM), Bron, France
Abstract :
One of the defining characteristics of human cognition is our outstanding capacity to cooperate. A central requirement for cooperation is the ability to establish a “shared plan”-which defines the interlaced actions of the two cooperating agents-in real time, and even to negotiate this shared plan during its execution. In the current research we identify the requirements for cooperation, extending our earlier work in this area. These requirements include the ability to negotiate a shared plan using spoken language, to learn new component actions within that plan, based on visual observation and kinesthetic demonstration, and finally to coordinate all of these functions in real time. We present a cognitive system that implements these requirements, and demonstrate the system´s ability to allow a Nao humanoid robot to learn a nontrivial cooperative task in real-time. We further provide a concrete demonstration of how the real-time learning capability can be easily deployed on a different platform, in this case the iCub humanoid. The results are considered in the context of how the development of language in the human infant provides a powerful lever in the development of cooperative plans from lower-level sensorimotor capabilities.
Keywords :
cognitive systems; human-robot interaction; humanoid robots; natural languages; Nao humanoid robot learning; agent cooperation; cognitive system; cooperative plan development; coordinating role; human cognition; human cooperation; human infant; iCub humanoid; kinesthetic demonstration; language development; lower-level sensorimotor capability; nontrivial cooperative task; real-time learning capability; real-time multimodal learning; shared plan negotiation; spoken language; visual observation; Context; Education; Humans; Real time systems; Robot kinematics; Robot sensing systems; Cooperation; humanoid robot; shared plans; situated and social learning; spoken language interaction;
Journal_Title :
Autonomous Mental Development, IEEE Transactions on
DOI :
10.1109/TAMD.2012.2209880