Jw. Duda et Mj. Jakiela, GENERATION AND CLASSIFICATION OF STRUCTURAL TOPOLOGIES WITH GENETIC ALGORITHM SPECIATION, Journal of mechnical design, 119(1), 1997, pp. 127-131
Extending previous efforts, this article describes how a speciating ge
netic algorithm is used to distribute subsets of the evolving populati
on of solutions over the design space. This distribution of solutions
is analogous to different species exploiting different niches in an ec
osystem. In addition to reviewing genetic algorithms with an emphasis
on techniques to cause such niche exploitation, we describe how we use
statistical cluster analysis techniques to quantify the extent to whi
ch a population is speciated and how this measure can be used to proba
bilistically encourage mating of reasonably similar designs (i.e., int
raspecies mating ). Results demonstrate the creation of different good
designs of characteristically different topology and shape.