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
Link To Document :
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