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Authors: Adrian Emanoil Şerbencu ; Viorel Minzu ; Adriana Şerbencu and Daniela Cernega

Affiliation: Computer Science Faculty and "Dunarea de Jos" University from Galati, Romania

Keyword(s): Ant colony optimization, DASA algorithm, Stigmergy.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Soft Computing ; Swarm/Collective Intelligence

Abstract: This paper proposes two type of elitist variants for the differential ant-stigmergy algorithm (DASA). An elitist behaviour is inserted in genetic algorithms by keeping the best solution found in the population used at next generation. Another way to insert elitist behaviour in algorithms that construct solution is to use the most attractive components in order to obtain good quality solution, and may be the optimal ones. Based on particularities of differential ant-stigmergy algorithm this two type of elitist behaviour was successfully applied to studied algorithm. In this paper the efficiency of the proposed elitist variants of DASA algorithms is analyzed using experimental results. The analysis is applied to six benchmark functions from the class of high-dimensional real-parameter optimization problems.

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Paper citation in several formats:
Şerbencu, A.; Minzu, V.; Şerbencu, A. and Cernega, D. (2011). ELITIST BEHAVIOR IN DIFFERENTIAL ANT-STIGMERGY ALGORITHM. In Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA; ISBN 978-989-8425-83-6, SciTePress, pages 214-219. DOI: 10.5220/0003672102140219

@conference{ecta11,
author={Adrian Emanoil Şerbencu. and Viorel Minzu. and Adriana Şerbencu. and Daniela Cernega.},
title={ELITIST BEHAVIOR IN DIFFERENTIAL ANT-STIGMERGY ALGORITHM},
booktitle={Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA},
year={2011},
pages={214-219},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003672102140219},
isbn={978-989-8425-83-6},
}

TY - CONF

JO - Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA
TI - ELITIST BEHAVIOR IN DIFFERENTIAL ANT-STIGMERGY ALGORITHM
SN - 978-989-8425-83-6
AU - Şerbencu, A.
AU - Minzu, V.
AU - Şerbencu, A.
AU - Cernega, D.
PY - 2011
SP - 214
EP - 219
DO - 10.5220/0003672102140219
PB - SciTePress

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