DocumentCode
2553592
Title
Experiment study of a Structured Differential Evolution with mixed strategies
Author
Ishimizu, Takashi ; Tagawa, Kiyoharu
Author_Institution
Sch. of Sci. & Eng., Kinki Univ., Higashi-Osaka, Japan
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
591
Lastpage
596
Abstract
In this paper, a Structured Differential Evolution (StDE) that has multiple populations, or islands, is proposed. Since various characteristic strategies have been contrived for DE, the proposed StDE uses different strategies in respective islands. This technique is called mixed strategies. Therefore, it can be expected that the proposed StDE is effective for a wide range of optimization problems. Although various networks among islands are reported for island-based evolutionary algorithms, the most common one, namely the ring network is employed by StDE. However, in order to enhance the performance of proposed StDE, various migration policies are examined in the ring network though a variety of benchmark problems.
Keywords
evolutionary computation; optimisation; StDE; island-based evolutionary algorithms; migration policy; mixed strategy; optimization problems; ring network; structured differential evolution; Educational institutions; Integrated circuits; Differential Evolution; Evolutionary Algorithm; Structured Differential Evolution; strategy of DE;
fLanguage
English
Publisher
ieee
Conference_Titel
Nature and Biologically Inspired Computing (NaBIC), 2010 Second World Congress on
Conference_Location
Fukuoka
Print_ISBN
978-1-4244-7377-9
Type
conf
DOI
10.1109/NABIC.2010.5716284
Filename
5716284
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