Title :
Episodic-Like Memory for Cognitive Robots
Author :
Stachowicz, Dennis ; Kruijff, Geert-Jan M.
Author_Institution :
German Res. Center for Artificial Intell., DFKI GmbH, Saarbrucken, Germany
fDate :
3/1/2012 12:00:00 AM
Abstract :
The article presents an approach to providing a cognitive robot with a long-term memory of experiences-a memory, inspired by the concept of episodic memory (in humans) or episodic-like memory (in animals), respectively. The memory provides means to store experiences, integrate them into more abstract constructs, and recall such content. The paper presents an analysis of key characteristics of natural episodic memory systems. Based on this analysis, conceptual and technical requirements for an episodic-like memory for cognitive robots are specified. The paper provides a formal design that meets these requirements, and discusses its full implementation in a cognitive architecture for mobile robots. It reports results of simulation experiments which show that the approach can run efficiently in robot applications involving several hours of experience.
Keywords :
cognitive systems; mobile robots; cognitive robots; episodic like memory; formal design; long term experience memory; mobile robots; natural episodic memory systems; Autonomous mental development; Cognitive robotics; Context; Memory management; Semantics; Software; Cognitive robot; episodic-like memory; event structure; experience; human–robot interaction; long-term memory;
Journal_Title :
Autonomous Mental Development, IEEE Transactions on
DOI :
10.1109/TAMD.2011.2159004