NDLI: An Empirical Study of Control Parameters for The Third Version of Generalized Differential Evolution (GDE3)

Content Provider	IEEE Xplore Digital Library
Author	Kukkonen, S. Lampinen, J.
Copyright Year	2006
Description	Author affiliation: Lappeenranta Univ. of Technol., Lappeenranta (Kukkonen, S.; Lampinen, J.)
Abstract	In this paper the influence of control parameters to the search process of previously introduced generalized differential evolution 3 (GDE3) is empirically studied. GDE3 is an extension of differential evolution (DE) for constrained multi-objective optimization. Besides the number of generations and the size of the population, GDE3 has two control parameters, CR and F, which have to be set before applying the method for solving a problem. The effect of these two control parameters is studied with a set of bi-objective test problems and performance metrics. The objectives of this study are to investigate the sensitivity of the control parameters according to different performance metrics, to understand better the effect and tuning of the control parameters on the search process, and to compare results with the corresponding results of the first version of GDE. A similar non-linear relationship between the control parameters and performance metrics was observed as in earlier studies with the first version of GDE. According to the relationship a larger F value can be used with a small CR value than with a large CR value.
Starting Page	2002
Ending Page	2009
File Size	1887717
Page Count	8
File Format	PDF
ISBN	0780394879
DOI	10.1109/CEC.2006.1688553
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-07-16
Publisher Place	Canada
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Chromium Vectors Size control Testing Measurement Genetic mutations Sorting Constraint optimization Evolutionary computation Information technology
Content Type	Text
Resource Type	Article

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