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EvoSpace: A Distributed Evolutionary
             Platform
  based on the Tuple Space Model

   Mario García-Valdez, Leonardo Trujillo ,
     Francisco Fernández de Vega, Juan
   J. Merelo Guervós and Gustavo Olague

Tecnológico de Tijuana + U. Extremadura + UGR
            + CIECESE - Ensenada
EvoSpace: the final frontier
Evolving in the cloud




#evospace: Valdez et al.                       3
Looking at the clouds moving




                      https://github.com/evoWeb/EvoSpace
#evospace: Valdez et al.                                   4
What we do in this paper




       Implement EvoSpace and test on a number of
                  benchmark problems.


#evospace: Valdez et al.                            5
Evolutionary landscapes




#evospace: Valdez et al.                     6
Maintaining diversity




#evospace: Valdez et al.                       7
And barely keeping it




#evospace: Valdez et al.                       8
How much does it run?

                             4-Trap     5-Trap




#evospace: Valdez et al.                         9
But are EvoWorkers working?




#evospace: Valdez et al.                   10
Conclusions
     ●
         Pool/cloud based EvoSpace works!
         –   Evolution as a service!
     ●
         Good scalability is achieved
     ●
         Flexibility in implementations: server/cloud based
     ●
         Parametrization is important
         –   Block size
         –   Number of workers



#evospace: Valdez et al.                                      11
Future work
     ●
         Authentication
     ●
         Throttling
     ●
         Scalability
         –   And how to achieve it.
     ●
         Dissimilar webworkers
     ●
         Characterizing pool-based EAs
         –   And when to use them.



#evospace: Valdez et al.                  12
Thanks for your attention!




           Any question?



#evospace: Valdez et al.                      13

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EvoSpace: A Distributed Evolutionary Platform based on the Tuple Space Model

  • 1. EvoSpace: A Distributed Evolutionary Platform based on the Tuple Space Model Mario García-Valdez, Leonardo Trujillo , Francisco Fernández de Vega, Juan J. Merelo Guervós and Gustavo Olague Tecnológico de Tijuana + U. Extremadura + UGR + CIECESE - Ensenada
  • 3. Evolving in the cloud #evospace: Valdez et al. 3
  • 4. Looking at the clouds moving https://github.com/evoWeb/EvoSpace #evospace: Valdez et al. 4
  • 5. What we do in this paper Implement EvoSpace and test on a number of benchmark problems. #evospace: Valdez et al. 5
  • 8. And barely keeping it #evospace: Valdez et al. 8
  • 9. How much does it run? 4-Trap 5-Trap #evospace: Valdez et al. 9
  • 10. But are EvoWorkers working? #evospace: Valdez et al. 10
  • 11. Conclusions ● Pool/cloud based EvoSpace works! – Evolution as a service! ● Good scalability is achieved ● Flexibility in implementations: server/cloud based ● Parametrization is important – Block size – Number of workers #evospace: Valdez et al. 11
  • 12. Future work ● Authentication ● Throttling ● Scalability – And how to achieve it. ● Dissimilar webworkers ● Characterizing pool-based EAs – And when to use them. #evospace: Valdez et al. 12
  • 13. Thanks for your attention! Any question? #evospace: Valdez et al. 13

Editor's Notes

  1. Combinación de color colorcombo19 Imagen de fondo de ElectroGuepard http://www.flickr.com/photos/59917388@N08/8016022581/
  2. Imagen by blaster219 en http://www.flickr.com/photos/blaster219/376919582/
  3. Picture by vanil.noir at http://www.flickr.com/photos/vanil-noir/3564331650
  4. They apparently are, since the number of evaluations is pretty much the same; all change in running time must be due to adding EvoWorkers.