Naslov
A Parameter Control Scheme for DE Inspired by ACO

Autori
Bajer, Dražen ; Martinović, Goran

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 7th International Conference on Bioinspired Optimization Methods and their Applications / Papa, Gregor ; Mernik, Marjan - Ljubljana : Institut Jožef Stefan, 2016, 79-92

ISBN
978-961-264-093-4

Skup
International Conference on Bioinspired Optimization Methods and their Applications

Mjesto i datum
Bled, Slovenija, 18.05.2016. - 20.05.2016

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Ant colony optimisation; construction graph; differential evolution; parameter control; pheromone model

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo

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