An adaptive deadzone technique with a burst alleviation example

Elements of recursive-least-squares estimation and gradient-least-squares estimation are combined to produce an estimator with an adaptive deadzone. The estimate adjustment shuts off when the error residual is within the deadzone, and the deadzone adapts to the apparent magnitude of the nonparametric uncertainty. Simulation results show successful prevention of bursting without prior knowledge of the nonparametric uncertainty