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A parallel Bees Algorithm implementation on GPU

delete2014-03-01
delete41
PRE
AI
G
Guo-Heng Luo
S
Sheng-Kai Huang
Y
Yue‐Shan Chang
S
Shyan‐Ming Yuan *
DOI:10.1016/j.sysarc.2013.09.007delete
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Abstract

Abstract

En 中文
Bees Algorithm is a population-based method that is a computational bound algorithm whose inspired by the natural behavior of honey bees to finds a near-optimal solution for the search problem. Recently, many parallel swarm based algorithms have been developed for running on GPU (Graphic Processing Unit). Since nowadays developing a parallel Bee Algorithm running on the GPU becomes very important. In this paper, we extend the Bees Algorithm (CUBA (i.e. CUDA based Bees Algorithm)) in order to be run on the CUDA (Compute Unified Device Architecture). CUBA (CUDA based Bees Algorithm). We evaluate the performance of CUBA by conducting some experiments based on numerous famous optimization problems. Results show that CUBA significantly outperforms standard Bees Algorithm in numerous different optimization problems. (C) 2013 Elsevier B.V. All rights reserved.
Keywords:
Bees Algorithm
Parallel Bees Algorithm
Swarm intelligence
GPGPU
CUDA

Journal

Journal of Systems Architecture cover
Journal of Systems Architecture
IF:
4.1
Papers:
3.0K
Citations:
4.2K

Organization

N
National Yang Ming Chiao Tung University
Scholars:
2.5W
Papers: 2.3W
Citations: 2.2W
N
National Taipei University
Scholars:
845
Papers: 1.0K
Citations: 1.6K
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