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BinBRO: Binary Battle Royale Optimizer algorithm

delete2022-06-01
delete19
PRE
AI
T
Taymaz Akan
R
Rahim Dehkharghani *
DOI:10.1016/j.eswa.2022.116599delete
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摘要

摘要

En 中文
Stochastic methods attempt to solve problems that cannot be solved by deterministic methods with reasonable time complexity. Optimization algorithms benefit from stochastic methods; however, they do not guarantee to obtain the optimal solution. Many optimization algorithms have been proposed for solving problems with continuous nature; nevertheless, they are unable to solve discrete or binary problems. Adaptation and use of continuous optimization algorithms for solving discrete problems have gained growing popularity in recent decades. In this paper, the binary version of a recently proposed optimization algorithm, Battle Royale Optimization, which we named BinBRO, has been proposed. The proposed algorithm has been applied to two benchmark datasets: the uncapacitated facility location problem, and the maximum-cut graph problem, and has been compared with 6 other binary optimization algorithms, namely, Particle Swarm Optimization, different versions of Genetic Algorithm, and different versions of Artificial Bee Colony algorithm. The BinBRO-based algorithms could rank first among those algorithms when applying on all benchmark datasets of both problems, UFLP and Max-Cut.
Keyword:
Optimization
Discrete optimization
Battle Royale Optimization algorithm

期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
2.9W
被引数:
10.2W

机构

I
isik university
学者数:
200
论文数: 214
被引数: 3
E
erzurum technical university
学者数:
791
论文数: 790
被引数: 17
Istanbul Topkapi University 封面图
Istanbul Topkapi University
学者数:
141
论文数: 154
被引数: 26
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