Artificial Bee Colony (ABC) algorithm inspired by the foraging behaviors of real honey bees is one of the most important swarm intelligence based optimization algorithms. When considering the robust and phase divided structure of the ABC algorithm, it is clearly seen that ABC algorithm is intrinsically suitable for parallelization. In this paper, we proposed a new emigrant creation strategy for parallel ABC algorithm. The proposed model named order based emigrant creation strategy depends on sending best food source in a subcolony after modifying it with another food source chosen sequentially from the same subcolony at each migration time. Experimental studies on a set of numerical benchmark functions showed that parallel ABC algorithm powered by the newly proposed model significantly improved quality of the final solutions and convergence performance when compared with standard serial ABC algorithm and parallel ABC algorithm for which the best food sources in the subcolonies directly used as emigrants.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    ORDER BASED EMIGRANT CREATION STRATEGY FOR PARALLEL ARTIFICIAL BEE COLONY ALGORITHM


    Beteiligte:
    AKSOY, Alperen (Autor:in) / ASLAN, Selçuk (Autor:in) / KARABOĞA, Derviş (Autor:in)

    Erscheinungsdatum :

    2018-04-04


    Anmerkungen:

    Selcuk-Teknik Dergisi; 2018: Özel Sayı (ICENTE’17); 59-75 ; Selçuk-Teknik Dergisi; 2018: Özel Sayı (ICENTE’17); 59-75 ; 1302-6178


    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Klassifikation :

    DDC:    006 / 629




    Order based emigrant creation strategy for parallel artificial bee colony algorithm

    Aksoy, Alperen / Aslan, Selçuk / Karaboğa, Derviş | BASE | 2018

    Freier Zugriff

    Large emigrant ship

    Engineering Index Backfile | 1949


    Improved multi-strategy artificial bee colony algorithm

    Lv, Li / Wu, Lieyang / Zhao, Jia et al. | British Library Online Contents | 2016


    Three emigrant motor ships

    Engineering Index Backfile | 1951


    Emigrant liner "Skaubryn"

    Engineering Index Backfile | 1951