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An Improved Teaching-Learning-Based Optimization with Differential Learning and Its Application
Joint Authors
Zou, Feng
Hei, Xinhong
Chen, Debao
Wang, Lei
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-19, 19 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-31
Country of Publication
Egypt
No. of Pages
19
Main Subjects
Abstract EN
The teaching-learning-based optimization (TLBO) algorithm is a population-based optimization algorithm which is based on the effect of the influence of a teacher on the output of learners in a class.
A variant of teaching-learning-based optimization (TLBO) algorithm with differential learning (DLTLBO) is proposed in the paper.
In this method, DLTLBO utilizes a learning strategy based on neighborhood search of teacher phase in the standard TLBO to generate a new mutation vector, while utilizing a differential learning to generate another new mutation vector.
Then DLTLBO employs the crossover operation to generate new solutions so as to increase the diversity of the population.
By the integration of the local search and the global search, DLTLBO achieves a tradeoff between exploration and exploitation.
To demonstrate the effectiveness of our approaches, 24 benchmark functions are used for simulating and testing.
Moreover, DLTLBO is used for parameter estimation of digital IIR filter and experimental results show that DLTLBO is superior or comparable to other given algorithms for the employed examples.
American Psychological Association (APA)
Zou, Feng& Wang, Lei& Chen, Debao& Hei, Xinhong. 2015. An Improved Teaching-Learning-Based Optimization with Differential Learning and Its Application. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1074650
Modern Language Association (MLA)
Zou, Feng…[et al.]. An Improved Teaching-Learning-Based Optimization with Differential Learning and Its Application. Mathematical Problems in Engineering No. 2015 (2015), pp.1-19.
https://search.emarefa.net/detail/BIM-1074650
American Medical Association (AMA)
Zou, Feng& Wang, Lei& Chen, Debao& Hei, Xinhong. An Improved Teaching-Learning-Based Optimization with Differential Learning and Its Application. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1074650
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074650