Genetic Algorithm and Parallel Processing
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Hi, I'm running a simulation with genetic algorithm (ga) in parallel, and I'd like to use subpopulations (options.PopulationSize = [1e3; 1e3; 1e3; 1e3; 1e3;];). However, when I was reading about migration options at https://www.mathworks.com/help/gads/genetic-algorithm-options.html , I found a note saying:
Subpopulations refer to a form of parallel processing for the genetic algorithm. ga currently does not support this form.
In subpopulations, each worker hosts a number of individuals. These individuals are a subpopulation. The worker evolves the subpopulation
independently of other workers, except when migration causes some individuals to travel between workers.
Because ga does not currently support this form of parallel processing, there is no benefit to setting
PopulationSize to a vector, or to setting the MigrationDirection, MigrationInterval, or MigrationFraction options.
If ga does not support parallel processing for subpopulation, is there any other genetic algorithm solver we can made use of, that benefits from using subpopulations?
Regards, Fred
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답변 (2개)
Qi Liu
2019년 3월 1일
the same question goes for me too. Anybody can answer it ?? I would appreciate it.
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Magdi Mosa
2019년 3월 2일
yes i found my point,
set the population size in vector form such as in the attached picture
example Population size [50,50]
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