For Argos, we added a yaw rate variable into the state estimator. This gyrosope data is used to predict the vehicle’s heading. The variable was added to guard against severe errors in heading estimate. In 2008’s Kratos, wheel slip often confused the heading estimate. The state estimation used in Argos demonstrated considerably greater accuracy and robustness to unreliable data.