Title :
Perception and human interaction for developmental learning of objects and affordances
Author :
Ivaldi, Serena ; Lyubova, Natalia ; Gerardeaux-Viret, Damien ; Droniou, Alain ; Anzalone, Salvatore M. ; Chetouani, Mohamed ; Filliat, David ; Sigaud, Olivier
Author_Institution :
Inst. des Syst. Intelligents et de Robot., Univ. Pierre et Marie Curie, Paris, France
fDate :
Nov. 29 2012-Dec. 1 2012
Abstract :
In this paper we describe a cognitive architecture for humanoids interacting with objects and caregivers in a developmental robotics scenario. The architecture is foundational to the MACSi project: it is designed to support experiments to make a humanoid robot gradually enlarge its repertoire of known objects and skills combining autonomous learning, social guidance and intrinsic motivation. This complex learning process requires the capability to learn affordances first. Here, we present the general framework for achieving these goals, focusing on the elementary action, perception and interaction modules. Preliminary experiments performed on the humanoid robot iCub are also discussed.
Keywords :
cognition; control engineering computing; human-robot interaction; humanoid robots; learning (artificial intelligence); MACSi project; autonomous learning; caregivers; cognitive architecture; complex learning process; developmental learning; developmental robotics scenario; elementary action; human interaction; humanoid robot iCub; interaction modules; intrinsic motivation; perception; social guidance; Cameras; Computer architecture; Humanoid robots; Robot kinematics; Robot sensing systems;
Conference_Titel :
Humanoid Robots (Humanoids), 2012 12th IEEE-RAS International Conference on
Conference_Location :
Osaka
DOI :
10.1109/HUMANOIDS.2012.6651528