Genetic Algorithm and Parallel Processing

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Frederico Severgnini
Frederico Severgnini 2017 年 6 月 22 日
コメント済み: Magdi Mosa 2019 年 3 月 2 日
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

回答 (2 件)

Magdi Mosa
Magdi Mosa 2018 年 6 月 22 日
pleas, What are the conditions to run the subpopulation.

Qi Liu
Qi Liu 2019 年 3 月 1 日
the same question goes for me too. Anybody can answer it ?? I would appreciate it.
  1 件のコメント
Magdi Mosa
Magdi Mosa 2019 年 3 月 2 日
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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