Thesis: Service Oriented Architecture for Adaptive Evolutionary Algorithms: Implementation and Applications

I am happy to announce that I’ve read my PhD dissertation Service Oriented Architecture for Adaptive Evolutionary Algorithms: Implementation and Applications. If you are following this blog (and my twitter) probably you have followed a lot of steps of its development. So… I am a Doctor. Finally. Now, where is my secret underwater base???

The abstract:

The objective of this thesis is to prove that the Service Oriented Architecture (SOA) paradigm can be used to create distributed, heterogeneous, dynamic and standards-based environments for Evolutionary Algorithms (EAs). SOA provides independence in programming language and transmission mechanisms, and also facilitates dynamic component management.

A methodology to develop EAs in these environments is proposed. In this methodology, called SOA-EA, the SOA paradigm is proposed to develop Service Oriented Evolutionary Algorithms (SOEAs). The proposed methodology takes into account the requirement to develop services and EAs, and it provides the steps to identify, specify, implement and deploy the elements that conform a SOEA, and how to convert a traditional EA into a SOEA. To validate this methodology, it has been used to create a framework for SOEAs, called OSGiLiath, based in a public specification technology (OSGi). This framework provides mechanisms for dynamic component management and language and transmission independence.

OSGiLiath and SOA-EA have been used to carry out experiments in different areas to validate dynamic control and different and heterogeneous environments: decentralized distributed EAs, other systems integration and different EA models.

The slides I’ve used in my presentation are also available:

This thesis have been developed using the Open Science movement. All the .tex files have been publicly available in this Github repository since the first day using Free Licenses (as the source code of OSGiLiath), but you can download the compiled PDF of the thesis here.

As a quote I’ve read somewhere (probably in PhD comics) “The thesis is not the end of the way. It is the way itself“. Yes, I agree. In part. The way is not over yet.

Thank you to all that have made this possible.


About fergunet

PhD at Computer Science. I like Doctor Who.
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1 Response to Thesis: Service Oriented Architecture for Adaptive Evolutionary Algorithms: Implementation and Applications

  1. Pingback: [Paper] Studying the effect of population size in distributed evolutionary algorithms on heterogeneous clusters | GeNeura Team

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