Does anyone have any recommendations for a parallel framework ( based on Hadoop or Spark) that contains some Evolutionary Algorithms?

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Mohamed-Mourad Lafifi

Dear Ibrahim,

In my opinion the theme is broad enough that is why it is necessary to point a little more on research, I propose the following references.

A Review of Population-based Meta-Heuristic - About IJASCA

home.ijasca.com/data/documents/IJASCA07_REVISED.pdf

-Hybrid Algorithm of Cuckoo Search and Particle Swarm Optimization ...

www.scialert.net/fulltext/?doi=rjit.2015.58.69&org=10

-Computational Intelligence Paradigms for Optimization Problems Using MATLAB/SIMULINK

PDF w/links (745.2 KB) - CRCnetBASE

www.crcnetbase.com/doi/pdfplus/10.1201/b19134-1

Best regards

Drazen Bajer

Hello,

You should take a look at ParadisEO (http://paradiseo.gforge.inria.fr/) which is a highly scalable framework that incorporates numbers EAs, and supports various parallel architectures.

Ibrahim Aljarah

Thank you Mohamed-Mourad Lafifi, Drazen Bajer, and Henning Meyerhenke

Regarding to the Henning's comments, I would like to explain some points:

EAs techniques are not for simple optimization, they also are used for large-scale optimization, many-objective optimization, and natural language processing, and many other complex problems. Furthermore, recent development in EAs to optimize real word applications/problems indicate a lot of challenges to handle these problems with huge amount of data (data intensive applications). To solve such problems we need scalable algorithms based on Hadoop, Spark, and other technologies to get solutions.