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Bare-Bones Teaching-Learning-Based Optimization
Joint Authors
Zou, Feng
Wang, Lei
Hei, Xinhong
Chen, Debao
Jiang, Qiaoyong
Li, Hongye
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-17, 17 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-06-10
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Teaching-learning-based optimization (TLBO) algorithm which simulates the teaching-learning process of the class room is one of the recently proposed swarm intelligent (SI) algorithms.
In this paper, a new TLBO variant called bare-bones teaching-learning-based optimization (BBTLBO) is presented to solve the global optimization problems.
In this method, each learner of teacher phase employs an interactive learning strategy, which is the hybridization of the learning strategy of teacher phase in the standard TLBO and Gaussian sampling learning based on neighborhood search, and each learner of learner phase employs the learning strategy of learner phase in the standard TLBO or the new neighborhood search strategy.
To verify the performance of our approaches, 20 benchmark functions and two real-world problems are utilized.
Conducted experiments can been observed that the BBTLBO performs significantly better than, or at least comparable to, TLBO and some existing bare-bones algorithms.
The results indicate that the proposed algorithm is competitive to some other optimization algorithms.
American Psychological Association (APA)
Zou, Feng& Wang, Lei& Hei, Xinhong& Chen, Debao& Jiang, Qiaoyong& Li, Hongye. 2014. Bare-Bones Teaching-Learning-Based Optimization. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-17.
https://search.emarefa.net/detail/BIM-1048427
Modern Language Association (MLA)
Zou, Feng…[et al.]. Bare-Bones Teaching-Learning-Based Optimization. The Scientific World Journal No. 2014 (2014), pp.1-17.
https://search.emarefa.net/detail/BIM-1048427
American Medical Association (AMA)
Zou, Feng& Wang, Lei& Hei, Xinhong& Chen, Debao& Jiang, Qiaoyong& Li, Hongye. Bare-Bones Teaching-Learning-Based Optimization. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-17.
https://search.emarefa.net/detail/BIM-1048427
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1048427