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Bat algorithm with principal component analysis

文献类型：期刊论文

作者Cui, Zhihua1; Li, Feixiang1; Zhang, Wensheng2
刊名INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS
出版日期2019-03-01
卷号10期号:3页码:603-622
关键词Bat algorithm Principal component analysis Golden section method
ISSN号1868-8071
DOI10.1007/s13042-018-0888-4
通讯作者Cui, Zhihua(cuizhihua@gmail.com)
英文摘要The bat algorithm (BA) is a novel evolutionary optimization algorithm, most studies of which have been performed with low-dimensional problems. To test and improve the global search ability of BA with large-scale problems, two new variants using principal component analysis (PCA_BA and PCA_LBA) are designed in this paper. A correlation threshold and generation threshold are determined using the golden section method to enhance the effectiveness of this new strategy. To test performance, CEC'2008 large-scale benchmark functions are utilized and compared with other algorithms; simulation results indicate the validity of this modification.
WOS关键词PARTICLE SWARM OPTIMIZATION ; SELECTION ; STRATEGY
资助项目National Natural Science Foundation of China[61806138] ; National Natural Science Foundation of China[U1636220] ; Natural Science Foundation of Shanxi Province[201601D011045] ; PhD Research Startup Foundation of Taiyuan University of Science and Technology[20182002]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000459497200014
出版者SPRINGER HEIDELBERG
资助机构National Natural Science Foundation of China ; Natural Science Foundation of Shanxi Province ; PhD Research Startup Foundation of Taiyuan University of Science and Technology
源URL[http://ir.ia.ac.cn/handle/173211/25016]  
专题精密感知与控制研究中心_人工智能与机器学习
通讯作者Cui, Zhihua
作者单位1.Taiyuan Univ Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China
2.Chinese Acad Sci, Inst Automat, Res Ctr Precis Sensing & Control, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Cui, Zhihua,Li, Feixiang,Zhang, Wensheng. Bat algorithm with principal component analysis[J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2019,10(3):603-622.
APA Cui, Zhihua,Li, Feixiang,&Zhang, Wensheng.(2019).Bat algorithm with principal component analysis.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,10(3),603-622.
MLA Cui, Zhihua,et al."Bat algorithm with principal component analysis".INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 10.3(2019):603-622.

入库方式： OAI收割

来源：自动化研究所

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