JEO: Java Evolving Objects

نویسندگان

  • Maribel García Arenas
  • Brad Dolin
  • Juan Julián Merelo Guervós
  • Pedro Ángel Castillo Valdivieso
  • Ignacio Fernández De Viana
  • Marc Schoenauer
چکیده

In this paper we introduce an Evolutionary Computation (EC) software system which addresses many of the current needs of the EC research and development community. Java Evolving Objects library (JEO) provides a exible and powerful framework for developing EC experiments. The package makes extensive use of the objectoriented paradigm, so that new experiments can be easily implemented by reusing or extending various ready-made EC paradigms: Genetic Algorithms (GA), Genetic Programming (GP), and others. Furthermore, JEO is fully integrated into a distributed computing package and coded in platform-independent Java, enabling distributed use of computing resources, even in heteregenous networks. After discussing previous work in the area of EC object oriented software design, we present JEO design, architecture, and implementation. We also present two sample EC problems the Travelling Salesperson Problem (solved using a linear chromosome representation), and the Symbolic Regression Problem (represented in GP). Despite their di erent genomic representations, the problems share a good amount of code demonstrating JEO's lack of a need for many problem-speci c data structures. Furthermore, JEO is able to solve these problems seamlessly in a distributed computing environment.

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تاریخ انتشار 2002