Proceedings of the 2nd International Conference on Computer Science and Electronics Engineering (ICCSEE 2013)

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Toward Teaching-Learning-Based Optimization Algorithm for Dealing with Real-Parameter Optimization Problems

Authors
Kai-Lin Wang, Hui-Bin Wang, Li-Xia Yu, Xue-Yu Ma, Yun-Sheng Xue
Corresponding Author
Kai-Lin Wang
Available Online March 2013.
DOI
10.2991/iccsee.2013.155How to use a DOI?
Keywords
Teaching-Learning-Based Optimization, clustering, multi-objective optimization
Abstract

A latest optimization algorithm, named Teaching- Learning-Based Optimization (simply TLBO) was proposed by R. V. Rao et al, at 2011. Afterwards, some improvements and practical applications have been conducted toward TLBO algorithm. However, as far as our knowledge, there are no such works which categorize the current works concerning TLBO from the algebraic and analytic points of view. Hence, in this paper we firstly introduce the concepts and algorithms of TLBO, then survey the running mechanism of TLBO for dealing with the real-parameter optimization problems, and finally group its realworld applications with a categorizing framework based on the clustering, multi-objective optimization, parameter optimization, and structure optimization. The main advantage of this work is to help the users employ TLBO without knowing details of this algorithm. Meanwhile, we also give an experimental comparison for demonstrating the effectiveness of TLBO on 5 benchmark evaluation functions and conclude this work by identifying trends and challenges of TLBO research and development.

Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2nd International Conference on Computer Science and Electronics Engineering (ICCSEE 2013)
Series
Advances in Intelligent Systems Research
Publication Date
March 2013
ISBN
10.2991/iccsee.2013.155
ISSN
1951-6851
DOI
10.2991/iccsee.2013.155How to use a DOI?
Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

risenwbib
TY  - CONF
AU  - Kai-Lin Wang
AU  - Hui-Bin Wang
AU  - Li-Xia Yu
AU  - Xue-Yu Ma
AU  - Yun-Sheng Xue
PY  - 2013/03
DA  - 2013/03
TI  - Toward Teaching-Learning-Based Optimization Algorithm for Dealing with Real-Parameter Optimization Problems
BT  - Proceedings of the 2nd International Conference on Computer Science and Electronics Engineering (ICCSEE 2013)
PB  - Atlantis Press
SP  - 606
EP  - 609
SN  - 1951-6851
UR  - https://doi.org/10.2991/iccsee.2013.155
DO  - 10.2991/iccsee.2013.155
ID  - Wang2013/03
ER  -