We present an approach for the automated synthesis of proactive aggregation protocols using Genetic Programming and discuss major decisions in modeling and simulating distributed aggregation proWe develop a genotype, which is an abstract specification form for aggregation protocols. Finally we show the evolution of a distributed average protocol under various conditions to demonstrate the utility of our approach. Preview This document is a preview version and not necessarily identical with the original. http://www.it-weise.de/