Title
A model based on biological invasions for island evolutionary algorithms
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.
Year
DOI
Venue
2011
10.1007/978-3-642-35533-2_14
Artificial Evolution
Keywords
Field
DocType
migration strategy,differential evolution,important role,island parallel model,island evolutionary algorithm,general approach,local algorithm,evolutionary algorithm,multistage process,biological invasion,novel migration model
Biology,Evolutionary algorithm,Simulation,Distributed evolutionary algorithms,Differential evolution,Theoretical computer science,Distributed algorithm,Local algorithm
Conference
Citations 
PageRank 
References 
2
0.35
11
Authors
5
Name
Order
Citations
PageRank
Ivanoe De Falco124234.58
Antonio Della Cioppa214120.70
D. Maisto314611.20
Umberto Scafuri411616.33
Ernesto Tarantino536142.45