Chaotic based differential evolutionary algorithm (CDE)
2014
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Advisor: Yrd. Doç. Dr. Uğur Yüzgeç
Abstract (EN)
In this study, the chaotic system based number generator was developed instead of the random number generators which are the basis of Differential Evolution Algorithm (DE) that is the most used evolutionary algorithms in solving optimization problems. Lorenz and Rössler chaotic attractive systems were are used to do the number generators. The proposed chaotic based DE structure was run for ten optimization problem taken from literature. In addition, the effects of DE strategies, the population size, the scale factor and the crossover constant on CDE structure were examined. The comparison of classic DE and the proposed CDE (Chaotic based Differential Evolutionary Algorithm) structure was presented; the advantages and disadvantages of the proposed chaotic structure were emphasized. The application of proposed CDE structures in this thesis for the real-time optimization problems will be in the future works. Also in the development of DE algorithm will be used other chaotic system.
Author
Mehmet Eser
Institution
How to Cite
Mehmet Eser (Master Thesis). Chaotic based differential evolutionary algorithm (CDE), 2014, Bilecik Şeyh Edebali Üniversity.
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