Evaluation of Emergent Structures in a ”Cognitive” Multi-Agent System based on On-line Building and Learning of a Cognitive Map

Abdelhak Chatty; Philippe Gaussier; Ilhem Kallel; Philipe Laroque; Florence Pirard; Adel M. Alimi

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Paper

Evaluation of Emergent Structures in a ”Cognitive” Multi-Agent System based on On-line Building and Learning of a Cognitive Map

Topics: Agent Models and Architectures; Collective Intelligence; Multi-Agent Systems; Self Organizing Systems; Simulation

In Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, 269-275, 2013 , Barcelona, Spain

Authors: Abdelhak Chatty ¹ ; Philippe Gaussier ² ; Ilhem Kallel ³ ; Philipe Laroque ² ; Florence Pirard ² and Adel M. Alimi ³

Affiliations: ¹ University of Sfax, National School of Engineers (ENIS), Cergy-Pontoise University and National School of Electronics and its Applications (ENSEA), Tunisia ; ² Cergy-Pontoise University and National School of Electronics and its Applications (ENSEA), France ; ³ University of Sfax and National School of Engineers (ENIS), Tunisia

Keyword(s): Cognitive Multi-Agent System, Cognitive Map, Emergent Structures, Optimization.

Related Ontology Subjects/Areas/Topics: Agent Models and Architectures ; Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Bioinformatics ; Biomedical Engineering ; Collective Intelligence ; Distributed and Mobile Software Systems ; Enterprise Information Systems ; Information Systems Analysis and Specification ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Methodologies and Technologies ; Multi-Agent Systems ; Operational Research ; Self Organizing Systems ; Simulation ; Software Engineering ; Symbolic Systems

Abstract: This paper tries to analyze and evaluate emergent structures in a multi-agent system which is able to resolve the warehouse location problem. These emergent structures allow agents to optimize their planning time and to improve their adaptive behavior in an unknown environment. In our multi-agent system, each agent is based on an on-line building and learning of its own cognitive map. It alters the positive impact of individual behavior in the improvement of the overall performance of the system. We also suggest the evaluation of the emergent structures by comparing the performance of our multi-agent system with a linear programming approach. A series of simulations enables us to discuss and validate our system.

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Paper citation in several formats:

Chatty, A.; Gaussier, P.; Kallel, I.; Laroque, P.; Pirard, F. and M. Alimi, A. (2013). Evaluation of Emergent Structures in a ”Cognitive” Multi-Agent System based on On-line Building and Learning of a Cognitive Map. In Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-8565-38-9; ISSN 2184-433X, SciTePress, pages 269-275. DOI: 10.5220/0004258702690275

@conference{icaart13,
author={Abdelhak Chatty. and Philippe Gaussier. and Ilhem Kallel. and Philipe Laroque. and Florence Pirard. and Adel {M. Alimi}.},
title={Evaluation of Emergent Structures in a ”Cognitive” Multi-Agent System based on On-line Building and Learning of a Cognitive Map},
booktitle={Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2013},
pages={269-275},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004258702690275},
isbn={978-989-8565-38-9},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - Evaluation of Emergent Structures in a ”Cognitive” Multi-Agent System based on On-line Building and Learning of a Cognitive Map
SN - 978-989-8565-38-9
IS - 2184-433X
AU - Chatty, A.
AU - Gaussier, P.
AU - Kallel, I.
AU - Laroque, P.
AU - Pirard, F.
AU - M. Alimi, A.
PY - 2013
SP - 269
EP - 275
DO - 10.5220/0004258702690275
PB - SciTePress