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A novel swarm intelligence optimization approach: sparrow search algorithm

delete2020-01-03
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J
Jiankai Xue
沈
沈波 (Bo Shen) *
DOI:10.1080/21642583.2019.1708830delete
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摘要

摘要

En 中文
In this paper, a novel swarm optimization approach, namely sparrow search algorithm (SSA), is proposed inspired by the group wisdom, foraging and anti-predation behaviours of sparrows. Experiments on 19 benchmark functions are conducted to test the performance of the SSA and its performance is compared with other algorithms such as grey wolf optimizer (GWO), gravitational search algorithm (GSA), and particle swarm optimization (PSO). Simulation results show that the proposed SSA is superior over GWO, PSO and GSA in terms of accuracy, convergence speed, stability and robustness. Finally, the effectiveness of the proposed SSA is demonstrated in two practical engineering examples.
Keyword:
Swarm optimization
sparrow search algorithm
convergence speed
stability and robustness
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期刊

Systems Science and Control Engineering 封面图
Systems Science and Control Engineering
IF:
4.4
论文数:
486
被引数:
2.1K

机构

D
Donghua University
学者数:
2.0W
论文数: 1.4W
被引数: 2.9W
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