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Authors: Tony White ; Amirali Salehi-Abari and Gayan Abeysundara

Affiliation: Carleton University, Canada

Keyword(s): Swarm Intelligence, Task Allocation.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Evolutionary Robotics and Intelligent Agents ; Soft Computing ; Swarm Intelligence

Abstract: Dynamic allocation of agents to a set of tasks is a hard problem. Furthermore, having too few or too many agents can result in poor task completion owing to conflicting agent decisions thus creating the problem of the Tragedy of the Commons. This paper proposes a swarm-based algorithm inspired by the social behavior of ants that causes agent specialization to a particular task -- resource allocation in a spatial region -- and determines the near optimal number of agents required to complete the tasks presented. The utility of the algorithm is demonstrated by application to the dynamic allocation of frequencies in a cellular network.

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Paper citation in several formats:
White, T.; Salehi-Abari, A. and Abeysundara, G. (2009). AN ADAPTIVE SWARM-BASED ALGORITHM FOR RESOURCE ALLOCATION IN DYNAMIC ENVIRONMENTS. In Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICEC; ISBN 978-989-674-014-6; ISSN 2184-3236, SciTePress, pages 183-188. DOI: 10.5220/0002285601830188

@conference{icec09,
author={Tony White. and Amirali Salehi{-}Abari. and Gayan Abeysundara.},
title={AN ADAPTIVE SWARM-BASED ALGORITHM FOR RESOURCE ALLOCATION IN DYNAMIC ENVIRONMENTS},
booktitle={Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICEC},
year={2009},
pages={183-188},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002285601830188},
isbn={978-989-674-014-6},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICEC
TI - AN ADAPTIVE SWARM-BASED ALGORITHM FOR RESOURCE ALLOCATION IN DYNAMIC ENVIRONMENTS
SN - 978-989-674-014-6
IS - 2184-3236
AU - White, T.
AU - Salehi-Abari, A.
AU - Abeysundara, G.
PY - 2009
SP - 183
EP - 188
DO - 10.5220/0002285601830188
PB - SciTePress

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