An optimization method: hummingbirds optimization algorithm

This paper introduces an optimization algorithm, the hummingbirds optimization algorithm (HOA), which is inspired by the foraging process of hummingbirds.The proposed algorithm in-cludes two phases: a self-searching phase and a guide-searching phase. With these two phases, the exploration and exploi...

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Veröffentlicht in:Journal of systems engineering and electronics 2018-04, Vol.29 (2), p.386-404
Hauptverfasser: ZHANG, Zhuoran, HUANG, Changqiang, HUANG, Hanqiao, TANG, Shangqin, DONG, Kangsheng
Format: Artikel
Sprache:eng
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Zusammenfassung:This paper introduces an optimization algorithm, the hummingbirds optimization algorithm (HOA), which is inspired by the foraging process of hummingbirds.The proposed algorithm in-cludes two phases: a self-searching phase and a guide-searching phase. With these two phases, the exploration and exploitation abilities of the algorithm can be balanced. Both the constrained and unconstrained benchmark functions are employed to test the performance of HOA. Ten classic benchmark functions are con-sidered as unconstrained benchmark functions. Meanwhile, two engineering design optimization problems are employed as con-strained benchmark functions. The results of these experiments demonstrate HOA is efficient and capable of global optimization.
ISSN:1004-4132
DOI:10.21629/JSEE.2018.02.19