Abstract | ||
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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 Falco | 1 | 242 | 34.58 |
Antonio Della Cioppa | 2 | 141 | 20.70 |
D. Maisto | 3 | 146 | 11.20 |
Umberto Scafuri | 4 | 116 | 16.33 |
Ernesto Tarantino | 5 | 361 | 42.45 |