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A model based on biological invasions for island evolutionary algorithms

Conference Paper
Publication Date:
2012
abstract:
Migration strategy plays an important role in designing effective distributed evolutionary algorithms. Here, a novel migration model inspired to the phenomenon known as biological invasion is adopted. The migration strategy is implemented through a multistage process involving large invading subpopulations and their competition with native individuals. In this work such a general approach is used within an island parallel model adopting Differential Evolution as the local algorithm. The resulting distributed algorithm is evaluated on a set of well known test functions and its effectiveness is compared against that of a classical distributed Differential Evolution.
Iris type:
04.01 Contributo in Atti di convegno
Keywords:
Biological invasion; distributed EAs; massive migration
List of contributors:
DE FALCO, Ivanoe; Tarantino, Ernesto; Maisto, Domenico; Scafuri, Umberto
Authors of the University:
DE FALCO IVANOE
MAISTO DOMENICO
SCAFURI UMBERTO
TARANTINO ERNESTO
Handle:
https://iris.cnr.it/handle/20.500.14243/176157
Book title:
Artificial Evolution
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