DocumentCode :
2554250
Title :
Polynomial Selection: A new way to tune selective pressure
Author :
Vatanutanon, Jiradej ; Noman, Nasimul ; Iba, Hitoshi
Author_Institution :
Grad. Sch. of Eng., Univ. of Tokyo, Tokyo, Japan
fYear :
2010
fDate :
15-17 Dec. 2010
Firstpage :
597
Lastpage :
602
Abstract :
In this paper, we present a new selection scheme, Polynomial Selection, that has wide range of selective pressure and is adjustable by only two parameters. In order to create an adaptive algorithm that is general enough to solve problems with different complexities and difficulties, this kind of selection scheme is necessary. It is mathematically equivalent to the previously proposed Centric Selection in the low selective pressure range and it is superior to the previous method due to the ability to produce high selective pressure up to nearly the same level as panmictic population does. We confirmed its capability by an experiment of combinatorial optimization and we also plan to implement wide range adaptive evolutionary algorithm by this new selection scheme.
Keywords :
combinatorial mathematics; genetic algorithms; adaptive evolutionary algorithm; centric selection; combinatorial optimization; panmictic population; polynomial selection; tune selective pressure; Polynomials; Cellular Genetic Algorithm; Probability of Selection; Selection Scheme; Selective Pressure;
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.2010.5716313
Filename :
5716313
Link To Document :
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