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Authors: Francisco Bellas and Richard J. Duro

Affiliation: Universidade da Coruña, Spain

Keyword(s): Cognitive Mechanism, Evolutionary Computation, Neural Networks.

Related Ontology Subjects/Areas/Topics: Autonomous Agents ; Informatics in Control, Automation and Robotics ; Mobile Robots and Autonomous Systems ; Robotics and Automation

Abstract: In this paper we present a Cognitive Mechanism called MDB (Multilevel Darwinist Brain) based on Darwinist theories and its initial application to autonomous learning by robotic systems. The mechanism has been designed to permit an agent to adapt to its environment and motivations in an autonomous way. The general structure of the MDB is particularized into a two level architecture: reasoning and interaction. This structure corresponds to a generic cognitive model where world, internal and satisfaction models are used to select strategies that fulfil the motivation of the agent. The main idea behind the proposal is that all of the components of the mechanism are obtained and modified through interaction with the environment in real time by means of on line Darwinist processes, allowing for a natural learning curve. The mechanism is able to provide solutions based on experience or original solutions to new situations. The knowledge used by the agent is acquired automatically and not im posed by the designer. Here we discuss the basic operation of the mechanism and demonstrate it through a real example in which a hexapod robot is taught to walk efficiently and to reach an objective in its surroundings. (More)

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Paper citation in several formats:
Bellas, F. and Duro, R. (2004). MULTILEVEL DARWINIST BRAIN IN ROBOTS - Initial Implementation . In Proceedings of the First International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO; ISBN 972-8865-12-0; ISSN 2184-2809, SciTePress, pages 25-32. DOI: 10.5220/0001140700250032

@conference{icinco04,
author={Francisco Bellas. and Richard J. Duro.},
title={MULTILEVEL DARWINIST BRAIN IN ROBOTS - Initial Implementation },
booktitle={Proceedings of the First International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2004},
pages={25-32},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001140700250032},
isbn={972-8865-12-0},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the First International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO
TI - MULTILEVEL DARWINIST BRAIN IN ROBOTS - Initial Implementation
SN - 972-8865-12-0
IS - 2184-2809
AU - Bellas, F.
AU - Duro, R.
PY - 2004
SP - 25
EP - 32
DO - 10.5220/0001140700250032
PB - SciTePress

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