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

Affiliations: 1 National School of Computer Sciences and University of Manouba, Tunisia ; 2 High Institute of Management and University of Tunis, Tunisia ; 3 University of Paris 12 and LiSSi, France

Keyword(s): Particle Swarm Optimization, Tribes, Simulated Annealing, Multi-objective Optimization.

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

Abstract: This paper proposes a new hybrid multi-objective particle swarm optimizer which incorporates a particle swarm optimization approach (Tribes) and Simulated Annealing (SA). The main idea of the approach is to propose a skilled combination of Tribes with a local search technique based on Simulated Annealing technique. Besides, we are studying the impact of the place where we apply local search on the performance of the obtained algorithm which leads us to three different versions: applying SA on the archive’s particles, applying SA only on the best particle among each tribe and applying SA on each particle of the swarm. In order to validate our approach, we use ten well-known test functions proposed in the 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. and Siarry, P. (2011). A NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND SIMULATED ANNEALING . In Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO; ISBN 978-989-8425-74-4; ISSN 2184-2809, SciTePress, pages 130-135. DOI: 10.5220/0003538301300135

@conference{icinco11,
author={Nadia Smairi. and Sadok Bouamama. and Khaled Ghedira. and Patrick Siarry.},
title={A NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND SIMULATED ANNEALING },
booktitle={Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2011},
pages={130-135},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003538301300135},
isbn={978-989-8425-74-4},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO
TI - A NEW PROPOSAL FOR A MULTI-OBJECTIVE TECHNIQUE USING TRIBES AND SIMULATED ANNEALING
SN - 978-989-8425-74-4
IS - 2184-2809
AU - Smairi, N.
AU - Bouamama, S.
AU - Ghedira, K.
AU - Siarry, P.
PY - 2011
SP - 130
EP - 135
DO - 10.5220/0003538301300135
PB - SciTePress

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