DocumentCode :
2107219
Title :
The convergence strategies and pause matter for evolutionary modeling
Author :
Ni He ; Chen Gang ; Sun Fengrui
Author_Institution :
Res. Certain of Naval Power Plant Simulation, Naval Univ. of Eng., Wuhan, China
fYear :
2010
fDate :
29-31 July 2010
Firstpage :
5216
Lastpage :
5223
Abstract :
As the application of genetic programming in mathematic modeling, evolutionary modeling method provided an effective means for the describing of the higher-order or nonlinear systems. Although evolutionary modeling method displayed strong aptitude and self-learning ability in applications, its academic groundwork is instable, one of the reasons is the evolutionary arithmetic, which this method adopted, is a sort of stochastic optimize arithmetic, its convergence theory wants strict mathematic demonstrate. Studying the convergence abilities of evolutionary modeling based on the works of other researchers, and deduced a recurrence formula of the probability of groups containing satisfying solutions by analyzing the diagnostic parameters of algorithmic operators. A sufficient term of group convergence is educed consequently out of this formula, and thereby the operable convergence strategies for several familiar evolutionary patterns are provided. The pause time of evolutionary modeling are also included, which can guide the design of the modeling arithmetic.
Keywords :
convergence; genetic algorithms; mathematical analysis; nonlinear systems; stochastic processes; convergence strategies; evolutionary modeling; genetic programming; higher order systems; mathematic modeling; nonlinear systems; pause matter; self learning ability; stochastic optimize arithmetic; Convergence; Electronic mail; Encoding; Genetic programming; Mathematical model; Parameter estimation; Convergence Strategy; Evolutionary Modeling; Genetic programming; Simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (CCC), 2010 29th Chinese
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6263-6
Type :
conf
Filename :
5573410
Link To Document :
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