Teaching–Learning-Based Optimization: An optimization method for continuous non-linear large scale problems

An efficient optimization method called ‘Teaching–Learning-Based Optimization (TLBO)’ is proposed in this paper for large scale non-linear optimization problems for finding the global solutions. The proposed method is based on the effect of the influence of a teacher on the output of learners in a c...

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Veröffentlicht in:Information sciences 2012-01, Vol.183 (1), p.1-15
Hauptverfasser: Rao, R.V., Savsani, V.J., Vakharia, D.P.
Format: Artikel
Sprache:eng
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Zusammenfassung:An efficient optimization method called ‘Teaching–Learning-Based Optimization (TLBO)’ is proposed in this paper for large scale non-linear optimization problems for finding the global solutions. The proposed method is based on the effect of the influence of a teacher on the output of learners in a class. The basic philosophy of the method is explained in detail. The effectiveness of the method is tested on many benchmark problems with different characteristics and the results are compared with other population based methods.
ISSN:0020-0255
1872-6291
DOI:10.1016/j.ins.2011.08.006