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Authors: Nadia Smairi 1 ; Sadok Bouamama 1 ; Khaled Ghedira 2 and Patrick Siarry 3

Affiliations: 1 University of Manouba, Tunisia ; 2 University of Tunis, Tunisia ; 3 University of Paris, France

ISBN: 978-989-8425-00-3

Keyword(s): Particle Swarm Optimization, Tribes, Tabu Search, Multi-objective Optimization.

Related Ontology Subjects/Areas/Topics: Evolutionary Computation and Control ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Optimization Algorithms

Abstract: The aim of this paper is to present a new multi-objective technique which consists on a hybridization between a particle swarm optimization approach (Tribes) and tabu search technique. The main idea of the approach is to combine the high convergence rate of Tribes with a local search technique based on Tabu Search. Besides, in our study, we proposed different places to apply local search: the archive, the best particle among each tribe and each particle of the swarm. As a result of our study, we present three versions of our hybridized algorithm. The mechanisms proposed are validated using twelve different functions from specialized literature of multi-objective optimization. The obtained results show that using this kind of hybridization is justified as it is able to improve the quality of the solutions in the majority of cases.

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Paper citation in several formats:
Smairi N.; Bouamama S.; Ghedira K.; Siarry P. and (2010). NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND TABU SEARCH.In Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-8425-00-3, pages 86-91. DOI: 10.5220/0002881900860091

@conference{icinco10,
author={Nadia Smairi and Sadok Bouamama and Khaled Ghedira and Patrick Siarry},
title={NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND TABU SEARCH},
booktitle={Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2010},
pages={86-91},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002881900860091},
isbn={978-989-8425-00-3},
}

TY - CONF

JO - Proceedings of the 7th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND TABU SEARCH
SN - 978-989-8425-00-3
AU - Smairi, N.
AU - Bouamama, S.
AU - Ghedira, K.
AU - Siarry, P.
PY - 2010
SP - 86
EP - 91
DO - 10.5220/0002881900860091

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