Grammatical Evolution Based on a Platform Independent Language

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Machala, Tomáš

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Vysoká škola báňská - Technická univerzita Ostrava

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Abstract

The thesis aims on implementation of grammar evolution in a platform-independent language. Grammar evolution is an advanced optimization technique from a field of evolutionary algorithms. Its range of applications is very wide and covers many engineering, economical and other fields of science. The thesis is divided into three parts. The first one is rather theoretical and describes the principles of grammar evolution and evolutionary algorithms in general. The second part describes my own implementations of grammar evolution and the experiments for which I have used them. The last part concludes achieved results and also proposes the ways of further research of the topic.

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Import 05/08/2014

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Evolutionary algorithms, grammar evolution, differential evolution, SOMA, optimization, bio-inspired computing, symbolic regression, deterministic chaos, logistic map

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