Abstract: Evolutionary Computation (EC) is a diverse and growing research area. Some of the more recent developments within EC are African Wild Dog Algorithm (WDA), Bat Algorithm (BA), and Biogeography Based Optimisation (BBO). These can all be used in optimisation problems. This paper compares the effectiveness of these particular methods on an optimisation problem, in particular tuning a PID controller.