This paper presents a series of simulation experiments that incrementally extend previous work on neural robot controllers
in a predator-prey scenario, in particular the work of Floreano and Nolfi, and integrates it with ideas from work on the ‘co-evolution’
of robot morphologies and control systems. The aim of these experiments has been to further systematically investigate the
tradeoffs and interdependencies between morphological parameters and behavioral strategies through a series of predator-prey
experiments in which increasingly many aspects are subject to self-organization through competitive co-evolution. Motivated
by the fact that, despite the emphasis of the interdependence of brain, body and environment in much recent research, the
environment has actually received relatively little attention, the last set of experiments lets robots/species actively adapt
their environments to their own needs, rather than just adapting themselves to a given environment.
This paper is an extended version of: Buason and Ziemke. “Co-evolving task-dependent visual morphologies in predator-prey
experiments,” in Genetic and Evolutionary Computation Conference, Cantu-Paz et al. (Eds.), Springer Verlag: Berlin, 2003, pp. 458–469.