In recent years, evolutionary algorithms (EAs) have been successfully used in the design of artiicial neural networks for a variety of applications. The suitability of EAs for this design task stems from their ability to adaptively search large spaces in near-optimal ways. One direct application of this advance has been in the area of evolutionary robotics, where EAs are typically used for desi...