Chaotic Teaching-Learning-Based Optimization with Lévy Flight for Global Numerical Optimization
Joint Authors
Gao, Liang
He, Xiangzhu
Huang, Jida
Rao, Yunqing
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-01-31
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Recently, teaching-learning-based optimization (TLBO), as one of the emerging nature-inspired heuristic algorithms, has attracted increasing attention.
In order to enhance its convergence rate and prevent it from getting stuck in local optima, a novel metaheuristic has been developed in this paper, where particular characteristics of the chaos mechanism and Lévy flight are introduced to the basic framework of TLBO.
The new algorithm is tested on several large-scale nonlinear benchmark functions with different characteristics and compared with other methods.
Experimental results show that the proposed algorithm outperforms other algorithms and achieves a satisfactory improvement over TLBO.
American Psychological Association (APA)
He, Xiangzhu& Huang, Jida& Rao, Yunqing& Gao, Liang. 2016. Chaotic Teaching-Learning-Based Optimization with Lévy Flight for Global Numerical Optimization. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1099791
Modern Language Association (MLA)
He, Xiangzhu…[et al.]. Chaotic Teaching-Learning-Based Optimization with Lévy Flight for Global Numerical Optimization. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1099791
American Medical Association (AMA)
He, Xiangzhu& Huang, Jida& Rao, Yunqing& Gao, Liang. Chaotic Teaching-Learning-Based Optimization with Lévy Flight for Global Numerical Optimization. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1099791
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099791