Title :
Self-Understanding and Self-Extension: A Systems and Representational Approach
Author :
Jeremy L. Wyatt;Alper Aydemir;Michael Brenner;Marc Hanheide;Nick Hawes;Patric Jensfelt;Matej Kristan;Geert-Jan M. Kruijff;Pierre Lison;Andrzej Pronobis;Kristoffer Sjoo;Alen Vrecko;Hendrik Zender;Michael Zillich;Danijel Skocaj
Author_Institution :
University of Birmingham
Abstract :
There are many different approaches to building a system that can engage in autonomous mental development. In this paper, we present an approach based on what we term self-understanding, by which we mean the explicit representation of and reasoning about what a system does and does not know, and how that knowledge changes under action. We present an architecture and a set of representations used in two robot systems that exhibit a limited degree of autonomous mental development, which we term self-extension. The contributions include: representations of gaps and uncertainty for specific kinds of knowledge, and a goal management and planning system for setting and achieving learning goals.
Keywords :
"Robots","Uncertainty","Learning systems","Autonomous agents"
Journal_Title :
IEEE Transactions on Autonomous Mental Development
DOI :
10.1109/TAMD.2010.2090149