Soil scour near a bridge pier foundation is one of the leading causes failures. Traditional vibration-based monitoring methods are nearly incapable quantifying levels using single acceleration response without knowledge excitation information. In this paper, new output-only level prediction method introduced via integration an unscented Kalman filter (UKF), random decrement (RD), and newly deri...