Abstract
Evolving swarms can be used both to solve real-world problems and to study biological and ecological phenomena. We
simulated an evolving swarm of birds under three different
types of climate-change-related environmental variation - a
temperate environment becoming tropical, a temperate enviroment becoming a desert, and a tropical environment becoming a desert. We found that desertification increased expirations within the swarm and decreased population stability. The direction of the variation - tropicalification or desertification - had a greater impact on the dynamics of the
swarm than the degree of variation when it came to these outcomes. The environmental variation also affected the genetics
of the birds, with decreased food availability leading to collision avoidance genes being downplayed, and searching behavior for food being changed. High-intensity environmental
variation led to less genetic stability post-change than lowerintensity environmental variation.