2005 | OriginalPaper | Buchkapitel
Novelty and Habituation: The Driving Forces in Early Stage Learning for Developmental Robotics
verfasst von : Q. Meng, M. H. Lee
Erschienen in: Biomimetic Neural Learning for Intelligent Robots
Verlag: Springer Berlin Heidelberg
Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.
Wählen Sie Textabschnitte aus um mit Künstlicher Intelligenz passenden Patente zu finden. powered by
Markieren Sie Textabschnitte, um KI-gestützt weitere passende Inhalte zu finden. powered by
Biologically inspired robotics offers the promise of future autonomous devices that can perform significant tasks while coping with noisy, real-world environments. In order to survive for long periods we believe a developmental approach to learning is required and we are investigating the design of such systems inspired by results from developmental psychology. Developmental learning takes place in the context of an epigenetic framework that allows environmental and internal constraints to shape increasing competence and the gradual consolidation of control, coordination and skill. In this paper we describe the use of novelty and habituation as the motivation mechanism for a sensory-motor learning process. In our system, a biologically plausible habituation model is utilized and the effect of parameters such as habituation rate and recovery rate on the learning/development process is studied. We concentrate on the very early stages of development in this work. The learning process is based on a topological mapping structure which has several attractive features for sensory-motor learning. The motivation model was implemented and tested through a series of experiments on a working robot system with proprioceptive and contact sensing. Stimulated by novelty, the robot explored its egocentric space and learned to coordinate motor acts with sensory feedback. Experimental results and analysis are given for different parameter configurations, proprioceptive encoding schemes, and stimulus habituation schedules.