DocumentCode :
1638184
Title :
Parameter control in Differential Evolution for constrained optimization
Author :
Mezura-Montes, Efrén ; Palomeque-Ortiz, Ana Gabriela
Author_Institution :
Nat. Lab. on Adv. Inf., Veracruz
fYear :
2009
Firstpage :
1375
Lastpage :
1382
Abstract :
In this paper we present the addition of parameter control in a differential evolution algorithm for constrained optimization. Three parameters are self-adapted by encoding them within each individual and a fourth parameter is controlled by a deterministic approach. A set of experiments are performed in order (1) to determine the performance of the modified algorithm with respect to its original version, (2) to analyze the behavior of the self-adaptive parameter values and (3) to compare it with respect to state-of-the-art approaches. Based on the obtained results, some findings regarding the values for the DE parameters as well as for the parameters related with the constraint-handling mechanism are discussed.
Keywords :
constraint handling; evolutionary computation; optimisation; constrained optimization; constraint-handling mechanism; differential evolution algorithm; encoding; parameter control; self-adaptive parameter; Adaptive control; Adaptive scheduling; Constraint optimization; Current distribution; Encoding; Feedback; Gaussian distribution; Genetic mutations; Probability distribution; Programmable control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2009. CEC '09. IEEE Congress on
Conference_Location :
Trondheim
Print_ISBN :
978-1-4244-2958-5
Electronic_ISBN :
978-1-4244-2959-2
Type :
conf
DOI :
10.1109/CEC.2009.4983104
Filename :
4983104
Link To Document :
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