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A comparative study of Artificial Bee Colony algorithm

delete2009-08-01
delete2.7K
PRE
AI
D
Derviş Karaboğa *
B
Bahriye Akay
DOI:10.1016/j.amc.2009.03.090delete
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摘要

摘要

En 中文
Artificial Bee Colony (ABC) algorithm is one of the most recently introduced swarm-based algorithms. ABC simulates the intelligent foraging behaviour of a honeybee swarm. In this work, ABC is used for optimizing a large set of numerical test functions and the results produced by ABC algorithm are compared with the results obtained by genetic algorithm, particle swarm optimization algorithm, differential evolution algorithm and evolution strategies. Results show that the performance of the ABC is better than or similar to those of other population-based algorithms with the advantage of employing fewer control parameters. (C) 2009 Elsevier Inc. All rights reserved.
Keyword:
Swarm intelligence
Evolution strategies
Genetic algorithms
Differential evolution
Particle swarm optimization
Artificial Bee Colony algorithm
Unconstrained optimization

期刊

Applied Mathematics and Computation 封面图
Applied Mathematics and Computation
IF:
3.4
论文数:
2.3W
被引数:
3.3W

机构

E
Erciyes University
学者数:
5.2K
论文数: 4.7K
被引数: 9
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