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A model based on biological invasions for island evolutionary algorithms

Contributo in Atti di convegno
Data di Pubblicazione:
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.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Biological invasion; distributed EAs; massive migration
Elenco autori:
DE FALCO, Ivanoe; Tarantino, Ernesto; Maisto, Domenico; Scafuri, Umberto
Autori di Ateneo:
DE FALCO IVANOE
MAISTO DOMENICO
SCAFURI UMBERTO
TARANTINO ERNESTO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/176157
Titolo del libro:
Artificial Evolution
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