We propose a new method of controller design for a boost converter in this paper. An optimization model for the controller design is developed, and solution is sought through a novel optimization algorithm which combines standard Genetic Algorithm (GA) with evolution of a queen bee in a hive. Computed and measured results suggest that the new algorithm converges to the best designs on a limited number of iterations. © 2009 IEEE.