The EvoSpace Model for Pool-Based Evolutionary Algorithms
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Garcia-Valdez:2015:grid,
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author = "Mario Garcia-Valdez and Leonardo Trujillo and
Juan Julian {Merelo Guervos} and
Francisco {Fernandez de Vega} and Gustavo Olague",
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title = "The EvoSpace Model for Pool-Based Evolutionary
Algorithms",
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journal = "Journal of Grid Computing",
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year = "2015",
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volume = "13",
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number = "3",
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pages = "329--349",
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month = sep,
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keywords = "genetic algorithms, genetic programming, Pool-based
evolutionary algorithms, Distributed evolutionary
algorithms, Heterogeneous computing platforms for
bioinspired algorithms, Parameter setting",
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ISSN = "1572-9184",
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URL = "https://doi.org/10.1007/s10723-014-9319-2",
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DOI = "doi:10.1007/s10723-014-9319-2",
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abstract = "This work presents the EvoSpace model for the
development of pool-based evolutionary algorithms
(Pool-EA). Conceptually, the EvoSpace model is built
around a central repository or population store,
incorporating some of the principles of the tuple-space
model and adding additional features to tackle some of
the issues associated with Pool-EAs; such as, work
redundancy, starvation of the population pool,
unreliability of connected clients or workers, and a
large parameter space. The model is intended as a
platform to develop search algorithms that take an
opportunistic approach to computing, allowing the
exploitation of freely available services over the
Internet or volunteer computing resources within a
local network. A comprehensive analysis of the model at
both the conceptual and implementation levels is
provided, evaluating performance based on efficiency,
optima found and speedup, while providing a comparison
with a standard EA and an island-based model. The
issues of lost connections and system parametrization
are studied and validated experimentally with
encouraging results, that suggest how EvoSpace can be
used to develop and implement different Pool-EAs for
search and optimization.",
- }
Genetic Programming entries for
Mario Garcia-Valdez
Leonardo Trujillo
Juan Julian Merelo
Francisco Fernandez de Vega
Gustavo Olague
Citations