A Brief Exploration of Form-Generation and Genetic Algorithms
"Automated antenna synthesis via evolutionary design has recently garnered much attention in the research literature. Evolutionary algorithms show promise because, among search algorithms, they are able to effectively search large, unknown design spaces. Based on encouraging previous results in automated antenna design using evolutionary search, we wanted to see whether such techniques could improve upon Mars Odyssey antenna design. Specifically, a coevolutionary genetic algorithm is applied to optimize the gain and size of the quadrifilar helical antenna. ... The optimization was performed in-situ – in the presence of a neighboring spacecraft structure. On the spacecraft, a large aluminum fuel tank is adjacent to the antenna. Since this fuel tank can dramatically affect the antenna’s performance, we leave it to the evolutionary process to see if it can exploit the fuel tank’s properties advantageously. Optimizing in the presence of surrounding structures would be quite difficul