A Parameter Control Scheme for DE Inspired by ACO (CROSBI ID 635561)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Bajer, Dražen ; Martinović, Goran
engleski
A Parameter Control Scheme for DE Inspired by ACO
Differential evolution requires a prior setting of its parameters. Appropriate values are not always easy to determine, even more since they may change during the optimisation process. This is where parameter control comes in. Accordingly, a scheme inspired by ant colony optimisation for controlling the crossover-rate and mutation factor is proposed. Conceptually, artificial ants guided by a pheromone model select parameter value pairs for each individual. The pheromone model is steadily updated in order to reflect the current optimisation state. Promising results were achieved in the comprehensive experimental analysis. Nonetheless, much room for potential improvements is available.
Ant colony optimisation; construction graph; differential evolution; parameter control; pheromone model
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Podaci o prilogu
79-92.
2016.
objavljeno
Podaci o matičnoj publikaciji
Papa, Gregor ; Mernik, Marjan
Ljubljana: Institut Jožef Stefan
978-961-264-093-4
Podaci o skupu
International Conference on Bioinspired Optimization Methods and their Applications
predavanje
18.05.2016-20.05.2016
Bled, Slovenija