We design the fuzzy controller of a double-inverted pendulum based on the fuzzy set theory, and derive the parameters of the controller in an application of the elitist preserved genetic algorithms. The result of the simulation shows that this is a valid method to design the fuzzy controller of the system that has multiple inputs and multiple outputs.