A Service Oriented Architecture for EAs: applications and first results

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Pablo García Sánchez

Presentation for Doctoral Consortium at GECCO 2013

Technologie Sport

A Service Oriented
Architecture for EAs:
applications and ﬁrst results
Pablo García-Sánchez
University of Granada
domingo 7 de julio de 2013

Agenda
• Who am I and what am I doing?
• A Service Oriented Architecture? What
for?
• First results
• I want IDEAS!
domingo 7 de julio de 2013

Who am I?
• Wear glasses
• I like Doctor Who
• Adaptable to many
technologies: OSGi,
SOA, web development
mobile development
• But not so good in
math :(
domingo 7 de julio de 2013

SOA-EA
OSGiLiath
EA adaptation
Real world problem
Thesis!
domingo 7 de julio de 2013

How must be the
services?
• Input/output functions
• Stateless
• Order (and existence) not deﬁned
• Services must be described as abstract as
possible
domingo 7 de julio de 2013

How must be the
services for EAS?
• Accomplish the genericity of Gagné and
Parizeau (2006) (Hi!): abstract,
encapsulated, reusable and well-deﬁned
• Extend them with:
• Language independence
• Order independence
• Machine independence
domingo 7 de julio de 2013

Examples
• Fitness is not a method, but a service which
receives a list of individuals
• Concepts such as Population are services
• Calculate ﬁtness in each modiﬁcation
• Separate concepts: Recombination vs.
Crossover
domingo 7 de julio de 2013

Example of Service
Oriented Algorithm
domingo 7 de julio de 2013

OSGiLiath
• OSGi Laboratory for implementation and
testing of heuristics
• Based in cool (but independent!)
technologies: OSGi, ECF,WSDL, XML,
Declarative Services...
• Available in http://www.osgiliath.org
domingo 7 de julio de 2013

Adapting the island sizes to
heterogeneous machines
• Benchmark to obtain computer
performance
• Adapting size decreases time in two
different computational problems: MMDP
and OneMax
• Same sizes in homogeneous clusters does
not imply an increase in performance
domingo 7 de julio de 2013

Bonus! Evolutionary
Art
• Drawing service with Processing
• Images with the same histogram
than a predeﬁned image
• Using HSV histogram produces
better results (less noisy than
RGB)
domingo 7 de julio de 2013

Future work (this is the
most important part!)
• GRID and Cloud experiments
• Online adaptation
• Nodes entering and exiting during runtime
• Intelligent service aggregation
domingo 7 de julio de 2013

References
• P. García-Sánchez, J. González, M. G.Arenas,
P.A. Castillo and J.J. Merelo: Service
Oriented Evolutionary Algorithms. Soft
Computing, 2013.
• Developing Services in a Service Oriented
Architecture for EAs. (previous session of
EvoSoft)
domingo 7 de julio de 2013

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A Service Oriented Architecture for EAs: applications and first results

1. A Service Oriented Architecture for EAs: applications and ﬁrst results Pablo García-Sánchez University of Granada domingo 7 de julio de 2013

2. Agenda • Who am I and what am I doing? • A Service Oriented Architecture? What for? • First results • I want IDEAS! domingo 7 de julio de 2013

3. Who am I? • Wear glasses • I like Doctor Who • Adaptable to many technologies: OSGi, SOA, web development mobile development • But not so good in math :( domingo 7 de julio de 2013

4. SOA-EA OSGiLiath EA adaptation Real world problem Thesis! domingo 7 de julio de 2013

5. What is SOA? domingo 7 de julio de 2013

6. How must be the services? • Input/output functions • Stateless • Order (and existence) not deﬁned • Services must be described as abstract as possible domingo 7 de julio de 2013

7. How must be the services for EAS? • Accomplish the genericity of Gagné and Parizeau (2006) (Hi!): abstract, encapsulated, reusable and well-deﬁned • Extend them with: • Language independence • Order independence • Machine independence domingo 7 de julio de 2013

8. Examples • Fitness is not a method, but a service which receives a list of individuals • Concepts such as Population are services • Calculate ﬁtness in each modiﬁcation • Separate concepts: Recombination vs. Crossover domingo 7 de julio de 2013

9. Example of Service Oriented Algorithm domingo 7 de julio de 2013

10. domingo 7 de julio de 2013

11. OSGiLiath • OSGi Laboratory for implementation and testing of heuristics • Based in cool (but independent!) technologies: OSGi, ECF,WSDL, XML, Declarative Services... • Available in http://www.osgiliath.org domingo 7 de julio de 2013

12. Adapting the island sizes to heterogeneous machines • Benchmark to obtain computer performance • Adapting size decreases time in two different computational problems: MMDP and OneMax • Same sizes in homogeneous clusters does not imply an increase in performance domingo 7 de julio de 2013

13. Bonus! Evolutionary Art • Drawing service with Processing • Images with the same histogram than a predeﬁned image • Using HSV histogram produces better results (less noisy than RGB) domingo 7 de julio de 2013

14. Future work (this is the most important part!) • GRID and Cloud experiments • Online adaptation • Nodes entering and exiting during runtime • Intelligent service aggregation domingo 7 de julio de 2013

15. References • P. García-Sánchez, J. González, M. G.Arenas, P.A. Castillo and J.J. Merelo: Service Oriented Evolutionary Algorithms. Soft Computing, 2013. • Developing Services in a Service Oriented Architecture for EAs. (previous session of EvoSoft) domingo 7 de julio de 2013

16. Thanks! domingo 7 de julio de 2013

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