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

Affiliation: "Dunarea de Jos" University from Galati, Romania

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

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

Abstract: This paper deals with the analysis for two types of elitist variant proposed for the DASA algorithm. It is usual for the genetic algorithms to keep the best solution found in the population used from next generation. Another way to insert elitist behaviour in algorithms that construct solution is to use the most attractive components in order to obtain god quality solution, and may be the optimal ones. Based on particularities of ant colony based metaheuristics these two types of elitist behaviour were successfully applied to DASA 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:
Emanoil Şerbencu, A.; Minzu, V.; Şerbencu, A. and Cernega, D. (2011). TWO ELITIST VARIANTS OF DIFFERENTIAL ANT-STIGMERGY ALGORITHM. 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 136-141. DOI: 10.5220/0003539301360141

@conference{icinco11,
author={Adrian {Emanoil Şerbencu}. and Viorel Minzu. and Adriana Şerbencu. and Daniela Cernega.},
title={TWO ELITIST VARIANTS OF DIFFERENTIAL ANT-STIGMERGY ALGORITHM},
booktitle={Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2011},
pages={136-141},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003539301360141},
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 - TWO ELITIST VARIANTS OF DIFFERENTIAL ANT-STIGMERGY ALGORITHM
SN - 978-989-8425-74-4
IS - 2184-2809
AU - Emanoil Şerbencu, A.
AU - Minzu, V.
AU - Şerbencu, A.
AU - Cernega, D.
PY - 2011
SP - 136
EP - 141
DO - 10.5220/0003539301360141
PB - SciTePress