Brain Machine Interfaces (BMI) have the potential to radically alter how humans interact with modern technology. Unfortunately, the large majority of BMIs are only effective under ideal, laboratory conditions. Using a commercial neuroheadset, the goal of this project is to reliably detect and identify these signals between different test subjects under ideal and non-ideal conditions for the eventual control of a prosthetic limb.