作者
Zeynep Garip, Murat Erhan Cimen, Durmuş Karayel, Ali Fuat Boz
发表日期
2019
期刊
Chaos Theory and Applications
卷号
1
期号
1
页码范围
51-63
出版商
Akif AKGÜL
简介
Whale optimization algorithm (WOA) is one of the methods used effectively and efficiently to solve optimization problems in various fields. In the study, 5 different discrete chaotic maps were used in the aim of increasing the efficacy and efficiency of the WOA algorithm. CBWOA 1, CBWOA 2, CBWOA 3 and CBWOA 4 algorithms based on chaotic maps and whale optimization algorithm have been proposed for global optimization. In order to adjust the parameters contained in the WOA, random number sequences from Tinkerbell, Sine, Logistic, Tent and Henon chaotic maps were used. In order to test the accuracy of the developed algorithms and do the performance analysis, six different unimodal and multimodal benchmark functions were used. According to the simulation results, all the chaotic maps used in the study significantly improved the performance of the WOA algorithm.
引用总数
2020202120222023202419513
学术搜索中的文章
Z Garip, ME Cimen, D Karayel, AF Boz - Chaos Theory and Applications, 2019