UNIVERSITY OF HERTFORDSHIRE COMPUTER SCIENCE RESEARCH COLLOQUIUM "Effect of Multi-Level Fitnesses on the Evolution of Multicellular Artificial Organisms" Moritz Buck* (School of Computer Science, University of Hertfordshire) 4 October 2006 (Wednesday) Lecture Theatre E350 Hatfield, College Lane Campus 3 - 4 pm Coffee/tea and biscuits will be available. [Catering Permitting] Everyone is Welcome to Attend [Space Permitting] Abstract: In this Research, we study how a group of agents evolve under the constraints of a fitness function representing two different levels of selection. At a high level the group of agents needs to create a defined pattern while fitness at the lower level is much easier to sustain competing with the high level fitness. A grid of artificial cells model a population of closely related cells, all having the same artificial Genetic Regulatory Networks (GRNs) controlling them. The GRN is a novel implementation based on boolean networks similar to Kauffman's models. The GRNs are coded into a bit string genome, which is evolved using a Genetic Algorithm. Previous work on the transition between single cell organisms and multicellularity leaves open a lot of questions on how this big step in evolution happened. One of these questions is about the transition of a low level to a higer, organismal level fitness. With our model we study this question and study the effect of the size of the population on this transition. * This is joint work with Chrystopher L. Nehaniv. -------------------------------------------------- Hertfordshire Computer Science Research Colloquium http://homepages.feis.herts.ac.uk/~nehaniv/colloq